notebook.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Simple scatterplot with tooltip"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By [Ben Welsh](http://palewi.re/who-is-ben-welsh/)\n",
    "\n",
    "An example of how to add a tooltip to a scatterplot in Python's [Altair](https://altair-viz.github.io) charting library."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import altair as alt\n",
    "from vega_datasets import data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "cars = data.cars()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v2+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v2.4.3.json",
       "config": {
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "data": {
        "values": [
         {
          "Acceleration": 12,
          "Cylinders": 8,
          "Displacement": 307,
          "Horsepower": 130,
          "Miles_per_Gallon": 18,
          "Name": "chevrolet chevelle malibu",
          "Origin": "USA",
          "Weight_in_lbs": 3504,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 11.5,
          "Cylinders": 8,
          "Displacement": 350,
          "Horsepower": 165,
          "Miles_per_Gallon": 15,
          "Name": "buick skylark 320",
          "Origin": "USA",
          "Weight_in_lbs": 3693,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 11,
          "Cylinders": 8,
          "Displacement": 318,
          "Horsepower": 150,
          "Miles_per_Gallon": 18,
          "Name": "plymouth satellite",
          "Origin": "USA",
          "Weight_in_lbs": 3436,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 12,
          "Cylinders": 8,
          "Displacement": 304,
          "Horsepower": 150,
          "Miles_per_Gallon": 16,
          "Name": "amc rebel sst",
          "Origin": "USA",
          "Weight_in_lbs": 3433,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 10.5,
          "Cylinders": 8,
          "Displacement": 302,
          "Horsepower": 140,
          "Miles_per_Gallon": 17,
          "Name": "ford torino",
          "Origin": "USA",
          "Weight_in_lbs": 3449,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 10,
          "Cylinders": 8,
          "Displacement": 429,
          "Horsepower": 198,
          "Miles_per_Gallon": 15,
          "Name": "ford galaxie 500",
          "Origin": "USA",
          "Weight_in_lbs": 4341,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 9,
          "Cylinders": 8,
          "Displacement": 454,
          "Horsepower": 220,
          "Miles_per_Gallon": 14,
          "Name": "chevrolet impala",
          "Origin": "USA",
          "Weight_in_lbs": 4354,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 8.5,
          "Cylinders": 8,
          "Displacement": 440,
          "Horsepower": 215,
          "Miles_per_Gallon": 14,
          "Name": "plymouth fury iii",
          "Origin": "USA",
          "Weight_in_lbs": 4312,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 10,
          "Cylinders": 8,
          "Displacement": 455,
          "Horsepower": 225,
          "Miles_per_Gallon": 14,
          "Name": "pontiac catalina",
          "Origin": "USA",
          "Weight_in_lbs": 4425,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 8.5,
          "Cylinders": 8,
          "Displacement": 390,
          "Horsepower": 190,
          "Miles_per_Gallon": 15,
          "Name": "amc ambassador dpl",
          "Origin": "USA",
          "Weight_in_lbs": 3850,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 17.5,
          "Cylinders": 4,
          "Displacement": 133,
          "Horsepower": 115,
          "Miles_per_Gallon": null,
          "Name": "citroen ds-21 pallas",
          "Origin": "Europe",
          "Weight_in_lbs": 3090,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 11.5,
          "Cylinders": 8,
          "Displacement": 350,
          "Horsepower": 165,
          "Miles_per_Gallon": null,
          "Name": "chevrolet chevelle concours (sw)",
          "Origin": "USA",
          "Weight_in_lbs": 4142,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 11,
          "Cylinders": 8,
          "Displacement": 351,
          "Horsepower": 153,
          "Miles_per_Gallon": null,
          "Name": "ford torino (sw)",
          "Origin": "USA",
          "Weight_in_lbs": 4034,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 10.5,
          "Cylinders": 8,
          "Displacement": 383,
          "Horsepower": 175,
          "Miles_per_Gallon": null,
          "Name": "plymouth satellite (sw)",
          "Origin": "USA",
          "Weight_in_lbs": 4166,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 11,
          "Cylinders": 8,
          "Displacement": 360,
          "Horsepower": 175,
          "Miles_per_Gallon": null,
          "Name": "amc rebel sst (sw)",
          "Origin": "USA",
          "Weight_in_lbs": 3850,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 10,
          "Cylinders": 8,
          "Displacement": 383,
          "Horsepower": 170,
          "Miles_per_Gallon": 15,
          "Name": "dodge challenger se",
          "Origin": "USA",
          "Weight_in_lbs": 3563,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 8,
          "Cylinders": 8,
          "Displacement": 340,
          "Horsepower": 160,
          "Miles_per_Gallon": 14,
          "Name": "plymouth 'cuda 340",
          "Origin": "USA",
          "Weight_in_lbs": 3609,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 8,
          "Cylinders": 8,
          "Displacement": 302,
          "Horsepower": 140,
          "Miles_per_Gallon": null,
          "Name": "ford mustang boss 302",
          "Origin": "USA",
          "Weight_in_lbs": 3353,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 9.5,
          "Cylinders": 8,
          "Displacement": 400,
          "Horsepower": 150,
          "Miles_per_Gallon": 15,
          "Name": "chevrolet monte carlo",
          "Origin": "USA",
          "Weight_in_lbs": 3761,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 10,
          "Cylinders": 8,
          "Displacement": 455,
          "Horsepower": 225,
          "Miles_per_Gallon": 14,
          "Name": "buick estate wagon (sw)",
          "Origin": "USA",
          "Weight_in_lbs": 3086,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 15,
          "Cylinders": 4,
          "Displacement": 113,
          "Horsepower": 95,
          "Miles_per_Gallon": 24,
          "Name": "toyota corona mark ii",
          "Origin": "Japan",
          "Weight_in_lbs": 2372,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 15.5,
          "Cylinders": 6,
          "Displacement": 198,
          "Horsepower": 95,
          "Miles_per_Gallon": 22,
          "Name": "plymouth duster",
          "Origin": "USA",
          "Weight_in_lbs": 2833,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 15.5,
          "Cylinders": 6,
          "Displacement": 199,
          "Horsepower": 97,
          "Miles_per_Gallon": 18,
          "Name": "amc hornet",
          "Origin": "USA",
          "Weight_in_lbs": 2774,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 16,
          "Cylinders": 6,
          "Displacement": 200,
          "Horsepower": 85,
          "Miles_per_Gallon": 21,
          "Name": "ford maverick",
          "Origin": "USA",
          "Weight_in_lbs": 2587,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 14.5,
          "Cylinders": 4,
          "Displacement": 97,
          "Horsepower": 88,
          "Miles_per_Gallon": 27,
          "Name": "datsun pl510",
          "Origin": "Japan",
          "Weight_in_lbs": 2130,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 20.5,
          "Cylinders": 4,
          "Displacement": 97,
          "Horsepower": 46,
          "Miles_per_Gallon": 26,
          "Name": "volkswagen 1131 deluxe sedan",
          "Origin": "Europe",
          "Weight_in_lbs": 1835,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 17.5,
          "Cylinders": 4,
          "Displacement": 110,
          "Horsepower": 87,
          "Miles_per_Gallon": 25,
          "Name": "peugeot 504",
          "Origin": "Europe",
          "Weight_in_lbs": 2672,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 14.5,
          "Cylinders": 4,
          "Displacement": 107,
          "Horsepower": 90,
          "Miles_per_Gallon": 24,
          "Name": "audi 100 ls",
          "Origin": "Europe",
          "Weight_in_lbs": 2430,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 17.5,
          "Cylinders": 4,
          "Displacement": 104,
          "Horsepower": 95,
          "Miles_per_Gallon": 25,
          "Name": "saab 99e",
          "Origin": "Europe",
          "Weight_in_lbs": 2375,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 12.5,
          "Cylinders": 4,
          "Displacement": 121,
          "Horsepower": 113,
          "Miles_per_Gallon": 26,
          "Name": "bmw 2002",
          "Origin": "Europe",
          "Weight_in_lbs": 2234,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 15,
          "Cylinders": 6,
          "Displacement": 199,
          "Horsepower": 90,
          "Miles_per_Gallon": 21,
          "Name": "amc gremlin",
          "Origin": "USA",
          "Weight_in_lbs": 2648,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 14,
          "Cylinders": 8,
          "Displacement": 360,
          "Horsepower": 215,
          "Miles_per_Gallon": 10,
          "Name": "ford f250",
          "Origin": "USA",
          "Weight_in_lbs": 4615,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 15,
          "Cylinders": 8,
          "Displacement": 307,
          "Horsepower": 200,
          "Miles_per_Gallon": 10,
          "Name": "chevy c20",
          "Origin": "USA",
          "Weight_in_lbs": 4376,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 13.5,
          "Cylinders": 8,
          "Displacement": 318,
          "Horsepower": 210,
          "Miles_per_Gallon": 11,
          "Name": "dodge d200",
          "Origin": "USA",
          "Weight_in_lbs": 4382,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 18.5,
          "Cylinders": 8,
          "Displacement": 304,
          "Horsepower": 193,
          "Miles_per_Gallon": 9,
          "Name": "hi 1200d",
          "Origin": "USA",
          "Weight_in_lbs": 4732,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 14.5,
          "Cylinders": 4,
          "Displacement": 97,
          "Horsepower": 88,
          "Miles_per_Gallon": 27,
          "Name": "datsun pl510",
          "Origin": "Japan",
          "Weight_in_lbs": 2130,
          "Year": "1971-01-01"
         },
         {
          "Acceleration": 15.5,
          "Cylinders": 4,
          "Displacement": 140,
          "Horsepower": 90,
          "Miles_per_Gallon": 28,
          "Name": "chevrolet vega 2300",
          "Origin": "USA",
          "Weight_in_lbs": 2264,
          "Year": "1971-01-01"
         },
         {
          "Acceleration": 14,
          "Cylinders": 4,
          "Displacement": 113,
          "Horsepower": 95,
          "Miles_per_Gallon": 25,
          "Name": "toyota corona",
          "Origin": "Japan",
          "Weight_in_lbs": 2228,
          "Year": "1971-01-01"
         },
         {
          "Acceleration": 19,
          "Cylinders": 4,
          "Displacement": 98,
          "Horsepower": null,
          "Miles_per_Gallon": 25,
          "Name": "ford pinto",
          "Origin": "USA",
          "Weight_in_lbs": 2046,
          "Year": "1971-01-01"
         },
         {
          "Acceleration": 20,
          "Cylinders": 4,
          "Displacement": 97,
          "Horsepower": 48,
          "Miles_per_Gallon": null,
          "Name": "volkswagen super beetle 117",
          "Origin": "Europe",
          "Weight_in_lbs": 1978,
          "Year": "1971-01-01"
         },
         {
          "Acceleration": 13,
          "Cylinders": 6,
          "Displacement": 232,
          "Horsepower": 100,
          "Miles_per_Gallon": 19,
          "Name": "amc gremlin",
          "Origin": "USA",
          "Weight_in_lbs": 2634,
          "Year": "1971-01-01"
         },
         {
          "Acceleration": 15.5,
          "Cylinders": 6,
          "Displacement": 225,
          "Horsepower": 105,
          "Miles_per_Gallon": 16,
          "Name": "plymouth satellite custom",
          "Origin": "USA",
          "Weight_in_lbs": 3439,
          "Year": "1971-01-01"
         },
         {
          "Acceleration": 15.5,
          "Cylinders": 6,
          "Displacement": 250,
          "Horsepower": 100,
          "Miles_per_Gallon": 17,
          "Name": "chevrolet chevelle malibu",
          "Origin": "USA",
          "Weight_in_lbs": 3329,
          "Year": "1971-01-01"
         },
         {
          "Acceleration": 15.5,
          "Cylinders": 6,
          "Displacement": 250,
          "Horsepower": 88,
          "Miles_per_Gallon": 19,
          "Name": "ford torino 500",
          "Origin": "USA",
          "Weight_in_lbs": 3302,
          "Year": "1971-01-01"
         },
         {
          "Acceleration": 15.5,
          "Cylinders": 6,
          "Displacement": 232,
          "Horsepower": 100,
          "Miles_per_Gallon": 18,
          "Name": "amc matador",
          "Origin": "USA",
          "Weight_in_lbs": 3288,
          "Year": "1971-01-01"
         },
         {
          "Acceleration": 12,
          "Cylinders": 8,
          "Displacement": 350,
          "Horsepower": 165,
          "Miles_per_Gallon": 14,
          "Name": "chevrolet impala",
          "Origin": "USA",
          "Weight_in_lbs": 4209,
          "Year": "1971-01-01"
         },
         {
          "Acceleration": 11.5,
          "Cylinders": 8,
          "Displacement": 400,
          "Horsepower": 175,
          "Miles_per_Gallon": 14,
          "Name": "pontiac catalina brougham",
          "Origin": "USA",
          "Weight_in_lbs": 4464,
          "Year": "1971-01-01"
         },
         {
          "Acceleration": 13.5,
          "Cylinders": 8,
          "Displacement": 351,
          "Horsepower": 153,
          "Miles_per_Gallon": 14,
          "Name": "ford galaxie 500",
          "Origin": "USA",
          "Weight_in_lbs": 4154,
          "Year": "1971-01-01"
         },
         {
          "Acceleration": 13,
          "Cylinders": 8,
          "Displacement": 318,
          "Horsepower": 150,
          "Miles_per_Gallon": 14,
          "Name": "plymouth fury iii",
          "Origin": "USA",
          "Weight_in_lbs": 4096,
          "Year": "1971-01-01"
         },
         {
          "Acceleration": 11.5,
          "Cylinders": 8,
          "Displacement": 383,
          "Horsepower": 180,
          "Miles_per_Gallon": 12,
          "Name": "dodge monaco (sw)",
          "Origin": "USA",
          "Weight_in_lbs": 4955,
          "Year": "1971-01-01"
         },
         {
          "Acceleration": 12,
          "Cylinders": 8,
          "Displacement": 400,
          "Horsepower": 170,
          "Miles_per_Gallon": 13,
          "Name": "ford country squire (sw)",
          "Origin": "USA",
          "Weight_in_lbs": 4746,
          "Year": "1971-01-01"
         },
         {
          "Acceleration": 12,
          "Cylinders": 8,
          "Displacement": 400,
          "Horsepower": 175,
          "Miles_per_Gallon": 13,
          "Name": "pontiac safari (sw)",
          "Origin": "USA",
          "Weight_in_lbs": 5140,
          "Year": "1971-01-01"
         },
         {
          "Acceleration": 13.5,
          "Cylinders": 6,
          "Displacement": 258,
          "Horsepower": 110,
          "Miles_per_Gallon": 18,
          "Name": "amc hornet sportabout (sw)",
          "Origin": "USA",
          "Weight_in_lbs": 2962,
          "Year": "1971-01-01"
         },
         {
          "Acceleration": 19,
          "Cylinders": 4,
          "Displacement": 140,
          "Horsepower": 72,
          "Miles_per_Gallon": 22,
          "Name": "chevrolet vega (sw)",
          "Origin": "USA",
          "Weight_in_lbs": 2408,
          "Year": "1971-01-01"
         },
         {
          "Acceleration": 15,
          "Cylinders": 6,
          "Displacement": 250,
          "Horsepower": 100,
          "Miles_per_Gallon": 19,
          "Name": "pontiac firebird",
          "Origin": "USA",
          "Weight_in_lbs": 3282,
          "Year": "1971-01-01"
         },
         {
          "Acceleration": 14.5,
          "Cylinders": 6,
          "Displacement": 250,
          "Horsepower": 88,
          "Miles_per_Gallon": 18,
          "Name": "ford mustang",
          "Origin": "USA",
          "Weight_in_lbs": 3139,
          "Year": "1971-01-01"
         },
         {
          "Acceleration": 14,
          "Cylinders": 4,
          "Displacement": 122,
          "Horsepower": 86,
          "Miles_per_Gallon": 23,
          "Name": "mercury capri 2000",
          "Origin": "USA",
          "Weight_in_lbs": 2220,
          "Year": "1971-01-01"
         },
         {
          "Acceleration": 14,
          "Cylinders": 4,
          "Displacement": 116,
          "Horsepower": 90,
          "Miles_per_Gallon": 28,
          "Name": "opel 1900",
          "Origin": "Europe",
          "Weight_in_lbs": 2123,
          "Year": "1971-01-01"
         },
         {
          "Acceleration": 19.5,
          "Cylinders": 4,
          "Displacement": 79,
          "Horsepower": 70,
          "Miles_per_Gallon": 30,
          "Name": "peugeot 304",
          "Origin": "Europe",
          "Weight_in_lbs": 2074,
          "Year": "1971-01-01"
         },
         {
          "Acceleration": 14.5,
          "Cylinders": 4,
          "Displacement": 88,
          "Horsepower": 76,
          "Miles_per_Gallon": 30,
          "Name": "fiat 124b",
          "Origin": "Europe",
          "Weight_in_lbs": 2065,
          "Year": "1971-01-01"
         },
         {
          "Acceleration": 19,
          "Cylinders": 4,
          "Displacement": 71,
          "Horsepower": 65,
          "Miles_per_Gallon": 31,
          "Name": "toyota corolla 1200",
          "Origin": "Japan",
          "Weight_in_lbs": 1773,
          "Year": "1971-01-01"
         },
         {
          "Acceleration": 18,
          "Cylinders": 4,
          "Displacement": 72,
          "Horsepower": 69,
          "Miles_per_Gallon": 35,
          "Name": "datsun 1200",
          "Origin": "Japan",
          "Weight_in_lbs": 1613,
          "Year": "1971-01-01"
         },
         {
          "Acceleration": 19,
          "Cylinders": 4,
          "Displacement": 97,
          "Horsepower": 60,
          "Miles_per_Gallon": 27,
          "Name": "volkswagen model 111",
          "Origin": "Europe",
          "Weight_in_lbs": 1834,
          "Year": "1971-01-01"
         },
         {
          "Acceleration": 20.5,
          "Cylinders": 4,
          "Displacement": 91,
          "Horsepower": 70,
          "Miles_per_Gallon": 26,
          "Name": "plymouth cricket",
          "Origin": "USA",
          "Weight_in_lbs": 1955,
          "Year": "1971-01-01"
         },
         {
          "Acceleration": 15.5,
          "Cylinders": 4,
          "Displacement": 113,
          "Horsepower": 95,
          "Miles_per_Gallon": 24,
          "Name": "toyota corona hardtop",
          "Origin": "Japan",
          "Weight_in_lbs": 2278,
          "Year": "1972-01-01"
         },
         {
          "Acceleration": 17,
          "Cylinders": 4,
          "Displacement": 97.5,
          "Horsepower": 80,
          "Miles_per_Gallon": 25,
          "Name": "dodge colt hardtop",
          "Origin": "USA",
          "Weight_in_lbs": 2126,
          "Year": "1972-01-01"
         },
         {
          "Acceleration": 23.5,
          "Cylinders": 4,
          "Displacement": 97,
          "Horsepower": 54,
          "Miles_per_Gallon": 23,
          "Name": "volkswagen type 3",
          "Origin": "Europe",
          "Weight_in_lbs": 2254,
          "Year": "1972-01-01"
         },
         {
          "Acceleration": 19.5,
          "Cylinders": 4,
          "Displacement": 140,
          "Horsepower": 90,
          "Miles_per_Gallon": 20,
          "Name": "chevrolet vega",
          "Origin": "USA",
          "Weight_in_lbs": 2408,
          "Year": "1972-01-01"
         },
         {
          "Acceleration": 16.5,
          "Cylinders": 4,
          "Displacement": 122,
          "Horsepower": 86,
          "Miles_per_Gallon": 21,
          "Name": "ford pinto runabout",
          "Origin": "USA",
          "Weight_in_lbs": 2226,
          "Year": "1972-01-01"
         },
         {
          "Acceleration": 12,
          "Cylinders": 8,
          "Displacement": 350,
          "Horsepower": 165,
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          "Horsepower": 103,
          "Miles_per_Gallon": 20.3,
          "Name": "audi 5000",
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          "Year": "1978-01-01"
         },
         {
          "Acceleration": 13.6,
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          "Horsepower": 125,
          "Miles_per_Gallon": 17,
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          "Year": "1978-01-01"
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          "Miles_per_Gallon": 21.6,
          "Name": "saab 99gle",
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         {
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          "Name": "peugeot 604sl",
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          "Year": "1978-01-01"
         },
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          "Acceleration": 14.9,
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          "Horsepower": 71,
          "Miles_per_Gallon": 31.5,
          "Name": "volkswagen scirocco",
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          "Weight_in_lbs": 1990,
          "Year": "1978-01-01"
         },
         {
          "Acceleration": 16.6,
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          "Horsepower": 68,
          "Miles_per_Gallon": 29.5,
          "Name": "honda Accelerationord lx",
          "Origin": "Japan",
          "Weight_in_lbs": 2135,
          "Year": "1978-01-01"
         },
         {
          "Acceleration": 15.4,
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          "Displacement": 231,
          "Horsepower": 115,
          "Miles_per_Gallon": 21.5,
          "Name": "pontiac lemans v6",
          "Origin": "USA",
          "Weight_in_lbs": 3245,
          "Year": "1979-01-01"
         },
         {
          "Acceleration": 18.2,
          "Cylinders": 6,
          "Displacement": 200,
          "Horsepower": 85,
          "Miles_per_Gallon": 19.8,
          "Name": "mercury zephyr 6",
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          "Miles_per_Gallon": 33.8,
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         },
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          "Horsepower": 100,
          "Miles_per_Gallon": 23.7,
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          "Name": "triumph tr7 coupe",
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          "Horsepower": null,
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          "Horsepower": 72,
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          "Name": "honda Accelerationord",
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         },
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          "Miles_per_Gallon": 23.5,
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          "Name": "datsun 210",
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          "Weight_in_lbs": 1975,
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         {
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         },
         {
          "Acceleration": 16,
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          "Horsepower": 68,
          "Miles_per_Gallon": 34.1,
          "Name": "mazda glc 4",
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          "Weight_in_lbs": 1985,
          "Year": "1982-01-01"
         },
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          "Acceleration": 14.9,
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          "Horsepower": 63,
          "Miles_per_Gallon": 34.7,
          "Name": "plymouth horizon 4",
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          "Year": "1982-01-01"
         },
         {
          "Acceleration": 16.2,
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          "Horsepower": 65,
          "Miles_per_Gallon": 34.4,
          "Name": "ford escort 4w",
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          "Year": "1982-01-01"
         },
         {
          "Acceleration": 20.7,
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          "Horsepower": 65,
          "Miles_per_Gallon": 29.9,
          "Name": "ford escort 2h",
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          "Weight_in_lbs": 2380,
          "Year": "1982-01-01"
         },
         {
          "Acceleration": 14.2,
          "Cylinders": 4,
          "Displacement": 105,
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fajijtMPps8Pps8Pps8PpsyPr+lLDGaUdTp8dTp8dTp8dTp8dWdPXDgDvAcDWxPF/AYDtUVsBAJ+Njk8GgJ0A8AYAzOmvY2eUdlTTN6W5bRwXaqpJgZcTqiF+/vKbFl/kCf8eJoLVHGmZV1DNo6mvsVnx/vQOJ+fj880STp8dTp8dWdM3CQC+DH2N8s9Am+efRa8fA4CZAPAJACgBwEQA+DQA9ADAV2t17IzSjqS+qJ6lOqeeZZQA4PKbFl/EkfZwSb3xxkSwejT0RXsr93Gk7dX0Djfn2/PNGk6fHU6fHVnU9wXoa5R/DgDvA8D/DgCfAoDHAeA7AHAJAGyMve8mALi3VqfOKO1I6jN5YpkkygvVwJCmmQQAeaEaPFRzuKReJoM9vKCaPVRzmAy0cQ7DyHIgfR6qOSZpuifUbUm9aesZSF/WcPrscPrscPrqJ2mUAADXA8ARAHgX9NQrAEA+9mcAgG8CgKrVqTNKO5L6yunhYiZTLgYtaCabHaxOmmLZPAV1jLQ+LqmFSephknq4oJlJvWnrGUhf1nD67HD67HD66idplP8eANYBwH8EPcW6BPSa5ZXQ1yivgsgo58+ff8e8efPCZCuVSq6l1BatWB9ia2f41HOby8eeem5ziK2d4aIV68PZv+wKr75rWfjI8ufL5x9Z/nx49V3Lwtm/7BpxfYtWrA9vuHdleOMvfhMuWrE+LJVKYceaTWW9o30/XXPNtWy3EXG/OkgapQcAv429ng4AbaCnXjfFjv8Q3NTrsJHUlxeqweRZzQnVkBOqobwmKFQDL6hmLqmXI+3xCqrZK6jm8prlCEy9JvWxgrrVTL3ygmrmQk2N601bz0D6sobTZ4fTZ4fTVz9Jo7wYAN4GgL8AHcDzawBoAYBPAsBuAPgSAHwGdDDPZbU6dUZpRzV95enNeHBMrL5kefo1Hswzu28wTw6LVzPhB0z4QQ6LVyc/wyv4kzzh3+MJ/x6v4E+y0WfqVdbSO5ycj883Szh9djh9dmRN33IAeAcATgHAWwBwXXQcAeB1ANgFOpjHbA9piI7tBYB5/XXsjNKOWvryQjVwQTO5oJnVRma8oJqZoA4mqCM5kmRS7eUYHI83JtXe2Pl15xitVOts9A2kd7g4X59vVnD67HD67Mi6vtRwRmlH2vp4gR4qm6OgV7ikXWXDLNBD5anbKPinz+i0ytTtWLt/aeP02eH02eH0ZQRnlHakrY8JeoVjcNxD1WWO5UVxgzFOJqiDS+rNoXowdr6tVtTsWLt/aeP02eH02eH0ZQRnlHakPqI0I8gCPWSONRbUHDP9Wm17SU6o62pNv461+5c2Tp8dTp8dTl9GcEZpR+ojSqQlHIPjXKr9OSxe/bWm4hVcqv1mlGn2XHKkzV7BnzR5ln8xR9qcHGUOl760cfrscPrscPrsyLq+1HBGaUfa+r76g4X/iaE6pM2STnBJJ8wa5deaildcftPiixiqnclgHi6pd/Is/+J4X1wWJ8QLN3NZnBAv3Jx8PRqMteebNk6fHU6fHVnXlxrOKO0YDn1ThPo1E+okE3SWIZ1lSKeY8J8z5y+/afFFTFAHQ7WTyWAPmx2szom2q8x5hmq62QuJrZ2hJ9R6jrSuksdVrWfx10iKyeCatL/HYBiLzzdNnD47nD47sq4vNZxR2pG2vpxou6oc1YpqZ3z0GDfDWjBsn1gxQLVI/vKpsDzqRLWco1puXnvoL+eoFlUSpLdPTPO7DIax9nzTxumzw+mzI+v6UsMZpR1p6ytHsMYSEJgAnrwotg14PaoZ8YQBj/1mQ1hOKIBqRh7VjPhrgFgCguj1SDLWnm/aOH12OH12ZF1fajijtGOo+hqa/PE5oRq4UFPj64QmmUB89GhGmbWSCsRhUs2Njw7vp2dDJtXaqM2NWvk1QGUUal6PJBfq8x0pnD47nD47sq4vNZxR2jEUfaY6R7wZk6rsibQcUYrEiBLdiHIoOH12OH12OH0ZwRmlHfXq67OGKGhmn7yrQjX0XaMMdjAMdgx9jZIWzn6oM7ZGScs40rLYGugyjrTQrVHWxumzw+mzw+nLCM4o7ahXnxnxMVTTk8dM/ccc+g8xSQc40lGOdJRJOpBDv5yAYEpz27g8UhNHWsiRFuaRmqY0t40z5xuF/z2G9BJH2nPt3ctDD+kNhupFY4ieDNZ7Uq2vjGaJ4npqwbB9opna5UgLmaTr4587FC605zvSOH12OH12ZF1fajijtKNefdUKO3uCLjUBOFOa28aZUR5HtY6jWmeMaUpz27j4+T7VPqqcZ6jWzFrw29Ccb0T/4qHuozQaa00ZD5UL7fmONE6fHU6fHVnXlxrOKO2of+rVrE+qB7gsTmho8sfnpXpAGxtNM+c50oKGJn88l8UJHGnBUM+/uHlbGD8/1O/JJJEZCU9pbhsXN06bpAUX2vMdaZw+O5w+O7KuLzWcUdpRrz494qvsXYzveZzS3DbOjDg9QZeaa8rFliW11Hu+VCqF8fND/Z5GZ/xYMsJ2KFxoz3ekcfrscPrsyLq+1HBGacdQ9E1pbhvHBc3kqBZxVIu4oJlmrc+sV8YjUBmq6eZYvedLpVIYPz/U72mMsqHJH2+OGcN3I8rRw+mzw+mzI+v6UsMZpR3pJ0XvExXbkkdqikel1nt+8RPrwzSiWrmgmfEgHjNdzJEW2HzfsfZ808bps8PpsyNr+toB4D0A2Jo4fhEAPAkAvQCwGwAuiY5PBoCdAPAGAMzpr2NnlHYMVV9eqIY8UlMeqSkXC+wBqLHPMra+yJCm5ZE2cFRbOaqtDGnDOeej67C1M7RdnwTQo2Az1RqfLrZNqn6hPt+Rwumzw+mzI2v6JgHAl+Fco1wGALcAwCcA4LMA8OfRn0sAMBEAPg0APQDw1VodO6O0Yyj6+uydjI3+4u9paPLH54VqyAvVEJ/uNNczpK480oa8NsmuWtc/9dzmMHm9DXrUqqZ7gi613RoCcGE+35HE6bPD6bMji/q+AH2N8n8DgHdBm2GcSwBgY+z1TQBwb61OnVHaUfc+yiiwhkkiY4QmojSfGFmaqNahXj8UfSON02eH02eH02dHFvUljfIy0IZYBIA/AMBiABgHAHkAWBF73zcBQNXq1BmlHXXvo4zW+uKmVo5KjRIOMGyfGN8rGS+DNZjrbfSNNE6fHU6fHU6fHVnUlzTKvwOAM6AN85MA8CsAuAsAroS+RnkVREY5f/78O+bNmxcmW6lUcm2E2qIV60Ns7Qyfem5z+dhTz20OsbUzXLRifbj51R3hbQ+vDrG1M7x78dPh3YufDrG1M8TWzrB746sDXj/a388111wbW20kzK8ekkb5BQDYF3t9JQA8AXrqdVPs+A/BTb0OG/XqK4/+kFROqIacUA2myHJeqAazlSO+5zGetHyg6231jTROnx1Onx1Onx1Z1Jc0SgCAlwHgS9GfF4COcP0k6AjYLwHAZ0AH81xWq1NnlHYMRV/VYJ7IGE1k6TcK/iRjhN8o+JPi6eL6uz4NfVOa28blhGpgMriG30J/U+/19XAhPt+RxOmzw+mzI2v6lgPAOwBwCgDeAoDrouOXAsArAPAa6AjY/zU63gAAuwBgLwDM669jZ5R2DFVfXqgGLmgmFzSzz3ojqhlMUg9H2h4zwe1MUk+fROo1rrfV5wm6tDxCTeSRHcr3HIgL9fmOFE6fHU6fHVnXlxrOKO1IW1/fMlu0gSNtikpk7ftGwZ80nPoamvzxxiS5pBYuaKaJqK0WKJQGY+35po3TZ4fTZ0fW9aWGM0o70taXRzWDoXrJk0GlDJZQzzOp1poUdJfftPgijrSsXK8SadnlNy2+yFZfOaF6bBq3kvxcPWD/7ez0jQZOnx1Onx1OX0ZwRmlH2vriZbhMdZF4Ga7Lb1p8UbyYc1SA+V2G9JZXUHOSmX7qM8pzc8Lq6iZ632aa33Mo+kYDp88Op88Opy8jOKO0I219A5Xh8lDNiaZiX548y784d3OxkQs6yDE4zpF2JTP91GeUOk8sR1pY/uwol6xt3clajLXnmzZOnx1Onx1Z15cazijt6E9fPYWRDfEyXAz9Vxj6r8TLcLHZwWouqTcn1HU52f6AJ4srOdI2JukYQ9oUz9STE8W2B+iZmvpyWLw6h8Wr48f65HNFtYZJ6kqW9Yp/vz7VRBKvB8P5/HyzgNNnh9NnR9b1pYYzSjuq6WOopscjR+OZdQaDJ9WrHOkMRzobtTNMBq8AAORFsc0T/hmGFHKkMPbfM3lRbAMA8Ar+uxwp5IJCLilkgs4yDPaU+0fVxZA+1qPQ4DhD+tibHXSa8zlUDzJUpWhqdxcTtCpeeST5/TxUzzCkVfEo2cFWKjkfn2+WcPrscPrsyLq+1HBGaUdSX58yV1G9yXrKXDUW2uZHJnmGozqhm37dWGibnys8toEbcxQqZEKFxhRzhcc2NBbaFnERnS/Q2TxG55HCxkLbokbRNpMhHedIpzjSiaidYkjH9bnq+jmSamjyxyfPe+gvN1G5rKCKyffXe/+yhtNnh9Nnh9OXEZxR2pHUZwon18qsM1B/XPgljnSGS/V+5Xr1Pkc6w4Vf4sL/iAkVeoLOcqTDHOljVjHOj1nBPxgZ4+m8UA2lUilkkj7WZqr2c1F8kWNwmiMdiY0Aj3AMTnNRfLE//QzV9OT5PKoZXNJ2Lmm72ecZf3+99y9rOH12OH12OH0ZwRmlHeeMKKM1vr5TlXoUNpiAGIb0kRk9mmNmlMmQPvKEfzoyxfc40jaOtE1Po1LIomlajhR6WNxk9DUW2hbp8+oEQ3qPI51hwn/OVCfxhNoY9f9eNf0m6pZJNTd5nkk1l2PQzaRaa75f/P313r+s4fTZ4fTZcaHr+zQAXA8Af5uOnOHDGaUdNUeUovqIbKD+yiNKce6I0hNqCxfqaGVNslxm6wwXFHpCHeOCDnNBIRP0sdFnRpSeUHuYUG9ypDOsoPbG9L3Fkc54qHYNpL+cizY6z1BN55K2czx3RDmYEfT59nyzhtNnh9NnRxr6PgCAG1LQMqw4o7Sj/zVKWmjKZTFJNJg1u75rlOU1xDMM6fTkHxaneVjcZtYkGQZnGQZnzZpk449oqRk9Ru1MXgZRsE9wdvJNxe96op2ivk8xpEPRaPQURzqda/Z/WkW/iutvaPLHl7P1IC30CsFyjrSPI+3jgtrjQT6DWZM9355v1nD67HD67EhD38MA0AEA/85ezvDhjNKOWlGv5WLKUdDLYKNAAQBy6G+LplGjQB11JldoWwCgR2sc6QSrmGEU1areMeuGuYK/l2FQvt4rqLNeof3fdDSqWsYlHeZIpxkGpxgGp7RRqq3l6dSEflbwH+VCzTPGz4Waxwr+o5WoV385R7W8/H5JpEef7RPNVC1HWsgkXZ/MGXs+Pt8s4fTZ4fTZkYa+1wEgBIAPAWBHrGUKZ5R2DLSPst59hfHMOwzpIw/VAf3nYIc+F6WZQ1IeFp/8+szi/yyP+pCm9b1eHbmqZUnIkY5yGRxmqLoiI+vhSHsY0maGtM5cW03/FTe2/WW8iHR8tHnFjW1/Gf9+Zs0TIJ76rm9Lrluez883Czh9djh9dqShL6zRMoUzSjvS1pfMvOMV/Ekc6WUuqddDNWdKc9u4+GgvPoqb0tw2Lnl96+PPhVzShxzp48aCfz+XxQkcaQFD6vKEui0vVEN/Zh4z5gUmgQJHWlDLXMvXRRoZqulTmtvGxY0znoRhrD3ftHH67HD67EhD31/UaJnCGaUdqaewi2XeMcd4QTVzSb1sdrAaQGfvYUjTuKQWLqmFIU0zU5rJ61uXdodRZOwHnlRruSxOKBd/rlHDMk4896w5NpjrjSn2+W5VImrH2vNNG6fPDqfPjjT0jQOAXwLAGwDwxejP/2jbado4o7QjdaMU1MEl9ZosOwA6Gw+X1MsEddR7/aIV60OOfi8T6iRHeica5fVwpH8bTOksEwUbj2CNRcbWvN4YZZ8Ud+XUfM4o08Lps8PpsyMNfQ9CZbr1b5LdvvUAACAASURBVADgFwDQY9tp2jijtCNtfWb0qI0xWM2EHiFySb28oJrrvf66nzwRmihahsHbDOmV8vmCf/1A/fWJghXUwkU0wkyMMs/RIWhmPIinnNg9miI27xtrzzdtnD47nD470tD3DgC0AMBp0Eb5LQA4NMS+2gHgPQDYWuXcJwHgBQB4PnZsMgDsBD2andNfx84o7RgOfQzVCxyDg1zSYR2hGhxkqF4w56c0t43jQk01xsWFmho3HybVOmOG377t8ZAjneZIR2PrmTuZVG8zQR3Vro/3n0dqyhX8n3ChXmNI+zmqdzykbQMlE9BrqdFUq6QeHVVLr7CCutUZZXo4fXY4fXakoe8wAEyDilH+EwzdKCcBwJehulHeAAA+VIzyEwBQAoCJoBMf9ADAV2t17IzSjrT16eohpBiqdQzVa1Fbx5HUlOa2ceZ8lShUFTcgr+BP8lDN+cEvVoYcaR1v9q9lSNMY+t/hQq03Cc+T1yf797DYxZGOMqQjHOkAx+AgR3qPiWC13v4RXJOLamdW+z5M+I8wVC/lkTYw1JVI8lI9YD5rzYYtoemj3gjhkWCs/f7SxumzYyzoWw8AWwDgDAAsBJ2A4DmL/r4A5xrl5wBgLQD8V6gY5SUAsDH2npsA4N5anTqjtCP1NcooylTvRaRpDGlaJYJUv+7vfLK/x36zIeybSYemRZl09jFUD8av9yT9syfpnxP9L+GSjnGkox6qoodqjifpTY50lCNt6xN5m8g8FI90ZUjT8kI1mIjZvPBncySFrZ1h3Kz7m84dDcba7y9tnD47xoK+rwHAMaisUx4FPTIcKtWM8jEAuAwALoWKUeYBYEXsPd8EAFWrU2eUdqS+RllOF1cxvfIWjSjKtb/zyf66N77ax4iYpC1cUi+T1GOCanLC/zlH2meSm0d/vhcgiqLVU7+vmeAdJoLVujxXsDdKil5et4yPLE26u3ggEJfFCVEShpfzklbevfjpMI9qhjHQ5Mh4tBlrv7+0cfrsGCv6/hoAfgQAswDgryz7ShrlZAB4NPpz3CivhL5GeRVERjl//vw75s2bFyZbqVRyLSOtdWl3iK2dYceaTeVjHWs2hdjaGbYu7Q5bl3aHTQ/8Nrz9kdXhbQ/rdvsjq8OmB34bti7trtpn0NUT3vrw6hBbO8Pv/2RFeM2Pl4c/a38mLJVKYffGV8Mb7l0ZXn3XsvD6nz4ZXv/TJ8Or71oW3nDvyrB746vh7F92hX9/++Phf5/TUe7/X+59Mpx2y5Lwhp+vPEd30NXT53OxtTNctGJ9+diLm7eF2NoZXnv38hBbO8PNr+4on7t78dMhtnaG3RtfHfXn4Jprrg2uWfoaAOi1w+8DwH9Koa+kUbYAwD4A+CPowKHjAPAk6KnXTbH3/RDc1Ouwkba+eOYdHVCjpsYz73gF+m65/iNSD0PqiUaAvV6BvtufPi6LE8zUqumfFYoPmtGkmcotT80Wig8y4S82U69MqMAT/j26vFdwvFHQfaZvs2UkPv1qpl7LnzVbfcVEv3JJ2/OSVsb1VdtnOdqMtd9f2jh9dowVffGMPLsA4CEA+Ich9lVt6tUQH1F+EgB2A8CXAOAzoIN5LqvVqTNKO9LWN1DmnUbhfy9KQr6bSerKo1rDkXZzpH2Nwv/eQPqS/XNJu7TxqmcqwTzqmXiwD5O0n0s6xjB4Nzp+mCMdzTUX75hyc7vHkJo8QasYUldyjdGY3znfB9WSvKSVS1ZvDPvL3DPajLXfX9o4fXaMFX2XAoAEgKcA4CMYehq75aBHjacA4C0AuC5xPm6UAAANoI15LwDM669jZ5R2DIe+fjPvSDWXoVrFBBXMeU+o2xiqVdW2bFTTF++fIXUwST1MqDvNeSbVnXoNUwXm83lB3cIEdbDZwepGQfd5SJ1mJFvel4mqxJsVT34eQ5rGBc2MtE9vaPLHG2OMB/NUywU72ozF31+aOH12jBV9/wvotcQ7QUe8hqDNLjM4o7RjpPWZjfyDzZQzkL5EWS2VLKtVW4f6tZ6uVSUm1PNcqPVMUlc9wTgM2yfeT8+GpsJKHtWMLAXyALjfny1Onx1jRd8J0Oa4HgDmAkAjAPz7NDpOC2eUdoy0PpNndbCZcvrTp6NS1QMM1UtMUolJtYUhrRpMWbDBpqgbCPd87XD67HD67EhL33bQRvke6NqUswDg/0yj47RwRmnHaOirtu5Xa8qylr7y1o2+64ZrPKT7B6NhsEnPB8I9XzvS1KcTSND1TKq5eb3ufKltn2Pp/g0HY0nfeNABPCsA4CxkrNSWM0o7Rksfl8UJlSjV2sEvtfQlkwTUG0xTHj3K4BqbYBz3fO1IS1+t+qHxKf7R1DdcOH12pKXvvwPAIqgUcR5qMM+w4YzSjuHU5xX8SV7BH3KSCi6LE17cvK1fo4wfS44I+ys87Qm6NI9qDZMmLd3QgnHG8vNNg7T0mUhoHRxGl5arxiSm10dL33Dh9NmR9vaQQwDwBOh0cl9Mo+O0cEZpx3Doy6F6kCPtKUeUIu3xJP3rYK9nqKaboBxs7Qx1Rp7gmvh7+ltj9EQR4/leOdLC+HSq6Z9JtZZL2sWR9nBUy4cSjDMWn2+apKXPPOv486sU6B76vtaxcv+Gi7Gi7xYA+AoAfCqNzoYDZ5R2pK0vJ9qu4lK9zyUdZpI+ZpI+1lVE1Ps50XbVQNfHo1iZJLr14dVhZZq18g9eLGVcogyWeoohrSrnezUjDUG/95DuZ1Kt5Rjs4UjbPRF0lM8jqaGMPMba800bZ5R2OH12pK3v01HLHM4o7Ug9M09BLeEYHGeS9scMbz/H4DgrqCUDXV/eKhLlfS2VSmE5F2si52oysQGTRHnh/zyZN5YhPRTtk3wpL9WWaKS7nSMtnNLcNq6Sf7ZvUvTBMNaeb9qkPvUqqIXNVl/R//Pkpl5Hm7Gi788BYBnobSInAOBxAPizNDpOC2eUdqRulJJ2cgyOc6G6uSxO4LI4gQvVHZnnzoGvjyJio60ipVIpNFtKkuuHJgiHoZqej8pcJa8HAGCoitoo6Xceqp8xVGuY0KPOvFANtfofDGPt+aaNC+axw+mzIy19C0GvURqjDAHg4TQ6TgtnlHYMQ67XTRyD40zQpnOOIW3q71r9Xr3tw5TVio8oBzPiS14fff4rXFJvo1D/Ys4zQR2mTzeiHD3S3h6SRzWDSTWXC5rptoeMPmNF3zugo14/E7Vfg05knhmcUdqR+hrlzfQTjnSUS/pQB8nQnujPR70C3T7Q9XpUWFk3vC1aoxwo006t66O2myPtm3IzeeZ8uRyXoN/X03+SsfZ808bps8PpsyMtfUcA4J9jr38AAIfT6DgtnFHakba+vFANDP2NTKgjOoiHDjOhjjD0Nw42qIJh+0QTwaqjXgfOtBMnJ9qu0qNY2seR9jCkNziqbo6k8khNXoEWMKHejCqYdNXq32T+0dN46gEu1NTke4bj+TJsn8gFtUQmvzCP1DTU1Hhj7feXNk6fHWNF34ugs/LMB4CfAsD7APBCGh2nhTNKO4blH/pondBDesZDesaU2Kq3n4Ymf/zmV3fUpa+hyR9fiZKlLt3UKoZqp4mGNSPIbxT8SbVGkdUy/1Sbnk37/sX1x5sJPKq3v7H4+0sTp8+OsaKvESprkyHompFfT6PjtHBGacdw6TOZd0yQzVD7qVdfeY0SaUE5mCjaJpATxR+awJ+BTCdujMnMPfFr01/jrehvaPLHx/UP5X82xurvLy2cPjvGkr7/DAA/itpfp9VpWjijtONC01ct6tVEtca3jAzEYDP/1DviHYjyaDwWiDIU/YYL7fmONE6fHWNJ338AgHzU/kNanaaFM0o7LjR99ZbxqsVgM/9EmYMW2mxq7/O5JvVaTH8sknfQ+g0X2vMdaZw+O8aKPg8APoS+qewa0+g4LZxR2nGh6au3jFctjOFWz/yjypl/TOagoWb2SdKnvqagljxS01D0Gy605zvSOH12jBV9r4OOcl0COtfrSQB4bQj9tIMOCtoaO/Z5AHgaAN4CgBIA3Bg7NxkAdgLAGwAwp7+OnVHacT7om9LcNo4LNdUYHxdqanydMHneQ/V4PHCnWjIBvU0kuMaUZEpGtE5pbhuXLAdWLfNPvfs8BwNDmnZOEFGVZAiDKSt1Pjzf0dbQH06fHWNF3wEA+PvY61sAYP8Q+pkEAF+Gc43yiujPnwNtmF8EgE+ANs6JoNPm9QDAV2t17IzSjqzr+8OO18J4gvNYFKia0tw2bkpz27hq5xnSkwz971Qr48VlcULViNZaZtRP5p9SqRSaQJ+hZPapRUOTP15vtalehmywmWiy/nydPjucPjvS0vcIAIjoz58AnZXngSH29QXoa5RJ1oCOqL0EADbGjt8EAPfWusgZpR1Z19exZlM54YCpX2kSCpjX/Z2v1qcZAXKkBToFXuWagbK52GYOSovBlpXK+vN1+uxw+uxIS98boNcm3wY9dRoCwC4A2BG1eujPKP8KAPYCwGdBBw2tiJ37JgCoWp06o7Qj6/pal3aHSdMz5sgltVRMqvr5an2aoJz4SM2sSQ5kdsnMP/f8ak1dmYPSotpWlWrVMrL+fJ0+O5w+O9LSFw7Q6qGWUf4pAGwBHTgEAHAl9DXKqyAyyvnz598xb968MNlKpZJrF2hrXdodYmtn2LFmU/lYx5pNIbZ2hq1Luwc8X63Puxc/HWJrZ/ji5m3lY4tWrA+xtTMMunoG1NS98dVyH9jaGd69+Omwe+OrI3pfzGf/Ycdr5WPz234fYmvniGtxzbXzudXpY1X5iwFaPVQzyj8BgGcB4PuxY5cAQDx59g/BTb0OG1nXZ6ZeOZLSATtqqlmTjE+91jpfrc9y2S6pHsgJ1RC/pp5E2kPJHJQWgy0rVSqVQoY0TQcsnRsINdpk/ffn9NkxVvSNA4Bfgp6C/WL0538cYl9Jo/wU6Eja2Yn3fRIAdgPAl0AnYu8BgMtqdeqM0o6s6/vDjtfCZN1JM9Vpgnn6O1+tz3qCeQZisPePy+IEXvBv8iTd01gIvl0tQKceBgrmicqbTb3tkdUhk9TV933qgVr3pqHJH58TqoHJ4Bo2W32lXlOt9/qs//6cPjvGir4HoTLN+jcA8AvQxlUvy0FXIjkFOrr1OgD4WtTvW7H2rej9DaDXQvcCwLz+OnZGacf5oG9Kc9s4Hf2p1yQZ0rTk9pD+zlejockfz1BNNyWZhpIezugb6D0eqp9FVVR6TWOSemyDf2qVlTKRuRyD7qvvWhZySb0eqjl5oRrMOma1Oo3xPajx6OLBmvpQrj8ffn+jraE/nD470tL3DgC0AMBp0Eb5LdBJBzKDM0o7nD47BtIXmdPWyBxfYUgdXNJ2/VqttR1ZVvu88ghZqLbv/2RFmBdqiwnyqYymVZ/o9fg2G460II9qhgl6Sr63GkO9/nx/vqON02dHWvoOA8A0qBjlP4EzyroYKz+U4eJ818cFzeRIu/NCbTEjvjyqGVzS9rxQW9LeUhKP3mWopmNrZ8hENDWNagaXxQlMqrVRGbJyGa9G8ejfapNTi0xf8UomA32uyShU7/Xn+/MdbZw+O9LStx50ROoZAFgIAB8AwHNpdJwWzijtGKv68kI15JGa8khNuSqp4QY6P1h9XFILE+rNPNIGE2TjCbqUC7WLo3qPIT3aX//1Ug5UEqrBE3QptnaGDNVqhtTjoSpyVA9H07/b+yZoUMsY0qrkOm29Rlnv9WP195cWTp8daen7GgAcg8o65VHQWXYygzNKO8aivkrUa2wtTVT2XA50vh590drpdo60m0v148mz/Is50r9xScc40qE80ob++q+XSvo79QCXxQnzH/t9qD+behmqlxiql7ikXi7Ur+NlvBhSF5PUk5e00gThMBlcM1ij7FMHtI7rx+LvL02cPjvS1PfXoEtszQKdGCBTOKO0I8v6Btp+0dDkj+9vk//kWf7Fk2f5F8ffzwrBt01UrFeg73oF+m45k08h+LZXoBsi0zgn0088KXlDkz8+dzN9OamPy+IEo6mhyR9/xY1tf8kKqsiR9nFU7zNUH3IMjjNJxzyhnmbof4dJIiapizf71w50P+Lft9r312uFem2QIXX9aMGqkEnq4UhbPaT7GdIKhtRVrYwXQxVUjQYe5PTwYItdx8ny7w/A6bNlrOr7xHB0aoMzSjuyqI9h+0SOtDAvq5exip+Pgkf6nM+JtqsYBjtMhKmH6g1PqKej925lSO94Qq0313tCrWeCPmBIhzgGH3Gkox76q40JlfdqCpqpM/P4j5go1uk/XhYyQatYwb++vH9TrwG+zFBvy/DQX8MFHWSoTnKkMxzpjBdNxTY0+eM9VI9zSb0caStHUskqIVW+7zKGalmt798oHv1bhrSBCfXm9B8vCznSppxouwqg/zJeeVQzGNI0ExmrR5r1raHWe30Wf39xnD47xoq+AgBcDwD/EXQlkY+gsoUjEzijtCNr+hqa/PGV6Em1KFnGKnk+nk6uockfH01t7ommGnd6GOxlSMc40lEm1DKGwStc0jGG9IFXUEVPBB0eqkMc6QxDOsSQ9rPoPBfUbrae5CWt9Aq+4ILaOdI+JtSbDNVObUTqfYbqXSapiwl6hJU/n3ZOaVZdHOkol3SMCfU6QzrAMTjOkPb/3ay2/xIF02yI+nuhMgrTxnfO98WgQ49OaZ9XUMXk9x/o/vVXxiutmpr1kLXfXxKnz46xou9NAJgBeovIGQB4HwBeTaPjtHBGaUfW9JWTjtcoY5U8D1BZU2SopudQPcgl9bLZwWrTH5e0n0s6nEP1IEc1h0s6zCV96Am61xN0L0M6zpFOM6QlUcWOHQyVNlPhP8EE/T4vaSUvqGaG6iWOtJtJdSeAzhzEpXqfIx3Jof/zStJ0PWLNCfU4l3SYSdpvqpBwSfsZ0jFW8F9gSBsY0k6GtMpUC4kHxSS/b/R9tnNJ281orb/7k7x/uo8qZbyGuI/Ulqz9/pI4fXaMFX0nQW/+Xwq6JuVU0ME9mcEZpR1Z02c2y5s1tFKpFJbX0KSamzwPEFtj0+fXcUm9OaGuM/1xpG0M6QMm1bro9R6O9AGXtItL2sWFOqGnW+l+PYJUJYZ0MjLPQ3p0GKxmqKZzpF0M1Uvm8ze/uiNkQr3LJR3zkO43+hoF3RdFmu7leqT6sjE/D9VyPapUR0yQjTE2ExTDkVS1+6H1B90cg+5yf7EyX9XuX7UyYKaMlykfNhLPthpZ+/0lcfrsGCv6DgLAz0FXD7kT9J7Kj9LoOC2cUdqRNX1mDa1aGas8qhnJ8wCxKFVUM/Ki2MYl9TKRGFEiHc6LYpsZkTGh3mRCEROqjUn1IZd0mKF6MArgKY8omQhWe0jPRGuZt5kRpfn8+IhSX6+mM6Fe56gOcEm9nvDfNYZr1gXZ7GA1R3VAbxGhrRzVcvNdao4oxbkjykq6usr3768MWLVsPKNN1n5/SZw+O8aKvsehsjXkKwBwGwD8Wxodp4UzSjuypq/PGhqSui1aYzNraMnz8aLNDNsn5kTbVeVUcUh7mFB7maRjHIPjHqpujsFyjrQvGsmt8grBcobqXT3CC95lSB9wpKMcg4NMqqf0ul5kXoXg1vgaIY+tUXKkQ0yqtVzQ0xzp46i/g42CdjEMTkdroPvjQUZfb37se/E1xnjAjpkmTZb1MmukRn/fa9on1ioDNlprkAORtd9fEqfPjrGg79MA8APQI8nLo2NXAMBXbTtOE2eUdmRRn87Bqv+xx9bOUG/VqERPeqL9PiZUrzY0OsqE6vVE+33mfA7Vg0wG5dyqnlRvM6H+UDEMfzsrqKNc0GmGdJJJ9SEr+Nu0+QUfRdOoO7wC3Z6X6gG9vSLY48lgea5Z/R2T6ikm1JtcUu/Vdy0LGdIfeLN6mUn6kOsp21MM6WOG9EL0ea8xoY5zSR/q1HXB255QGziS8mTwBEN6iSGtigXZzDT3QX++WstQ7WRSbYmSAjzloXqm/H0S90dHyeotItXuXzXyQjVUcsTSQi6opdqUbEOTP54LauFICyPjbrFJw5fF318cp8+OsaLvAwC4IY2OhgtnlHZkWR+XxQkvbt7WR9/kWf7FsRHjexzpPfM6vmcSAMAr+JO8gl9OkNHQ5I9v+FH7/8MxOM4xOM4lneCSTkRRqIcuu+HX/xcrqFl6n6Faz5B6GFJPeQQnqcdMiTY0+eO/UfAnPb3+5ZBj0F1Odo7qCBPR6FQQNaJ/sVlDbWxWD7PmcwNpojXF9kbx6N8ardX2JDKkLg9Va/z79GdSDU3++OT9q0atSiQcaWEy+Xx8BBsf2Q91nTPLvz8Ap8+WsaLvYQDoAIB/l0Znw4EzSjvON30mqpUjvWyMkCO9zCX15lA9OFB/HqoujsFxLtR7OSxencPi1Vyo9yKzXAKg1/xixvcSQ7WKIf3OjPri5tS+6oWQSXozmrZ9qFHQjUyqNznSR0zSFt7sX5uX6oFzolKRFsQz4yQjT+NTsFOa28bFzayeEdxgnm95JBntE9WaooTmsT2dlaApIpNYweSWjUch18P59vvLGk6fHWnpex30+uSHALAj1jKDM0o7zjd9JqqVF1SzOcYLqjmqxrFuoP6YVHs5Bsd5gR6qXE8PRSPMXeZYHmlDVPWjXLbLGIpZ68vdTF++bt4TYZSO7gCT1OWh+plXUF0cywFCLxmD0+uHtaN242Zjrklo7/P5Q7l/1e+JnuaOjwpN0FTfKV1t8vFjsSjdhYPVVK++0cTps2Os6AtrtMzgjNKO800fE9TBJfXmRbHNHDORrvFjtciL4gaOwfG8KG7o91jM3MwxM8rysN2L1uh2f/u2x0OOdIKj38uQntRBP/SkDhCiDziqZ7TZanMbKDPOYD5/uEaUcfNO7r2M64wberWtJ/Vwvv3+sobTZ0da+v6iRssMzijtON/0mdGj2QLCRLDavDZp2vqjUbTNLK9RCtrFBe0yrxtF28zy55gpRaSFTNL15elTQY9wJMWkWsuEenP6XcvCcgCQoB0M1btRQoNeEzUb//zBZsap9fkcaYHN/atGOUUfksojNXFRSQofN+VKLcuK9nLavmEsfD2aOH12jDV9n47aUGkHgPcAYGvi+GQA2AkAbwDAnEEcPwdnlHZkUd+U5rZxXKipXFBL6+PdIRdqajyoxEPVw5GO6JEcneBIRxqFf1+166uVycoJ/7dRztWzUTtt1icBAP7vG3/1fzDhr2NCHeU6/V2vNhK1yBP+TIaqK9Kw/3s/WRHmmv0tXKgTXNBxjnSKI530UHXXmiJl6H+HIfXoqiJqa5Sdp4/RxKd6ywE/6C9nSJJJNTeP1BQfAdZisM/XGHPf4KFzI2WrBRmZKN2hMBy/P4Y0LY/UpBMwBNfYJFTI4t+POE6fHWnp+3MAWAYAJ6L2OAD82RD6mQQAX4a+RvkJACgBwETQJtwDeutJreNVcUZpR9b0RZGV5b2R2NpZzlU6pblt3OU3Lb6II+1hSB8wpCNc0EdMR7/uufymxRclr4+PgAAAvvqDhf+JIX3sFegEF+o0F+q0/rNen9QmqU6b5OUM1RlP0FlP0KEpzW3jPPTv50hHGdJBjsHxabcEIUN1kqE6wSQd0okH6BATOsVdre/HkLrySBvy2iS7apXZ0ntH1fScUNfFt5CU2wBJBOp5vlwWJzCkaTrNXu3pXS6LE0y6PZutIfXqGwzJ/7kYSgDUcOpLG6fPjrT0LQS9JmmMMgQdCTsUvgB9jfISANgYe30TANzbz/GqOKO0I2v6KplpdJmrjjWbwnIZLKRpns7V2stksMdDNcdDNcfsmfRQzUlenyyTxZCW6DJXwccMaQlDWsJk8DHH4Hi+oIqNBfVilBzgtCfoeU/Q8wzpNEc6ky+olTlUK0wyAYZq3TV6H+VZjhRyVAeYpB5PRpVJqhRkjuvjzf618TJf1d5fvs4kEZDU4gm6tLzWmVjHTJK155skTX2V9VL97PNCNZQrmbio3FFhrOh7BwAWAcBnovZrANg3xL6SRpkHgBWx198EANXP8ao4o7Qja/oqQSR6KrJUKoXlNTRJLWy2XpP0UJWn5Mvmqc/1uR6gb5ksLvWaZHyq1UP1QjSC/IhLOsEwOOuheql8XtDzHOkME+ptT6q1OtMP7WJIS6b/eFnIdIKBs0z4e/UWkMrnVft+DNVLPEq0rrUGq6OsPjWnMM1741PQlW0ltaNgs/Z8k6SpL5a+r7LWHK2ruqjc0WGs6DsCAP8ce/0DADg8xL6SRnkl9DXEq0AbYq3jMH/+/DvmzZsXJlupVHLtAmmtS7tDbO0Mn3puc/lYx5pNIbZ2hq1Lu8NZ/7oqvPquZeEjy58vn79PPRtefdeycNa/rhrw+hnzngyvnE3h9DuXhdfevTy89p7l4TdvWRLmJYXfuu3xcFrLkpBLCq+6dUmIrZ3hPb9aE1579/IwLyn8+zseD2f/siv8hzseD2+498kQWzvD6+Y9EV516+Pht1qWhLP+ddU5n5f8fr/w14b/cMfj4X/78bLwu/d0hN+d0xH+493Lw2vuWhrep54NS6VS2L3x1bD18e7wtodXh/f8ak24+In1YeHBp0Js7QxffGlbeNvDXeH0u5aHV8ognHpLEP7gFyvDza9uT/1ZBF094U8f+335Pjz22xfCP+x4bdR/I7Waue+P/WZD+diLm7eF2NoZ3r346VHX51o22xD9rA8vgg7CmQ8APwVdZuuFIfZVbep1U+z1D6Ey9VrteFXciNKOrOmLR2DmhGpYsWZTGI+sNKNHjrTHK6hmT/j3mPqT8alXcz0Xamr8+lyzCvQ0KZ3lSEe5UCc5UsiQzuaEesJrpi6mz4c5oQ6xgvqACR30k0O1oRx1i7Qn16zuxP9vVRitWR7zCqqY/Lxzvl+h+Mtoz+aHURDPBq5T3x3NSfWA2Zd4TmCNpBJD1eUJtVVnE6LTJhiJCTrhiWDX5Tctvij5eeb55oVqyCM1VQtuqv4czg3asdkGBXa4UAAAIABJREFUUouh/v6qfZ++UblqKputvlKOFnZTr6PCWNHXCJW1yRAAjgPA14fYV9IoPwkAuwHgS6CndXsA4LJ+jlfFGaUdWdOnoz2jNbtYMA+TRCaYJ57HtbxVRAblYJ749eWIURF0NDYrniuoFUzQaSborId0kqE6w5FCJuhsY6H4IEM13dP5WkOGKmRIZ3ULzjaI9v8BEFX/0BVJDvzD7UtDJukIQzrGUG1kSBuYpC4mdfo6LtTUXCw4hiGt4JIOc0HveII2RdOw7+jtJX6HMajczX77FKHuzAk1N3ez384x6GZIOyJTPssFnWZCHWVCHeGCTjNJJ+LT0ZNn+Rd7BdX8P5c/H+aENotqwU21iEe+TmluGzflZvKMsedupi+n9byH8vsrV0Op8n1qGbwL5hkdxpK+/wwAP4raXw+xj+Wg1ztPAcBbAHBddLwBAHYBwF4AmBd7f63j5+CM0o4s6tM1IWkal9TSurQ7NJlxzPnLb1p8kYdqDpsdrGazg9Ueqjnx0VT8ei6pJRpproq2eBzQicvVYY70EYu2dDBBx9nsYHW0pWAvR3XSE+qkXrOkjzzhv1IpnkzTONI2Juid79y5NPRQ7dP7MWkrl7SdSerhQv262nYLJmkFx+AgE/QOE7QjWuvcz5AOMVQBk2ouQ/VaVC/T5LQ9wFC95qHfyVAd8/Qo8jRD9SET/sGKmdMmgMqaLZfU+/e3Px7q4CXaZupPDiZ4yGg23zcale2K9oeuTavQc72/v3gavVrfh2H7RC5oZnQvp7vtIaPHha7vvwzQMoMzSjsudH19NvhLauGotuvAHXXMQ39BTqi5HNXRKJjnLV1vMjjOMTiYE2quHr2oLTrBQfHOZH/z2taE5SolSAu4pBYmqcckHMijmhEfAXnCf9js/2RIhzgGB1n02isUf+YViq3lqVlBHbp2JR3iGBzPFYq/i7afhFyo40xQB8PgRY7qjJ4uVrviZcaYoI5/mrsi1N9HHTAJGcop8wYRPPSNgj8pZvQvcEnbGao1AwURDZZ6n295v2eVHLQ2+znT0jfSOH122OqrlbrOpbCrkwv9hzLc2OpLpozTRkSnolJY26LMPoejqcw/clQ79dqlv5MLauGCWvKiYpTJ/h77zYYwL9WWvFBbyoWZUa3S76+s5xmz9ApqJUddtYQJdSgaSZ7kSCdYs/9TVvCfjGpnvlHOfiN8nZ9WFJ/mqI5Ea6qnmM4EtDfazhJyUdxl0vmZBPGLVqwPOaq9HNUBk+KPFfzruaTtXNC/caSFeaSm+IgdoBJRy1F1M6m2cPQ7o7XfBdXS8A0VZ5R2OH122Or7Y6yFoJOix49lBmeUdlzo+sqjuXLAB7VE5nKSoTrSd2qT7s8JNZdJ6skjbahs6qcNpsRWsr/Wpd1hOXFAFOjCBK2KRpj3Gx1m7cxDtYEjHWRSvRmtZXZxSX/kSAcZ0go9ggwOcqRtlZEcvRwVkl7HhNrNhDrLhV6n5EinmVBnOAanOKqtbHawmqF6lzX7i7mglnmP/j5kqEoM6ZiHamtOqDs9bc7HmKAPoqnfDcmSWlwWJ+gqIbSdS+rVSeLVIi6LE3LN6u8YUg+Tau1gg4NqMdSpVxOsldN7JdVAU8kjpa+PzjqCp4bKhf73d7hJU18IA6wTjibOKO240PWZ9bW8VA9wWZzgSfpnjrSboXqLIa1gQs3NFfzHymuI5ahZ9TBv9q/lzf61HNXDVc7/ykM146ftvw850h6OtNsT/kwuixO4VOt1iS56NFZKK4qE9Z/lknpzBVrBm/1rWSH4dq5AK6J6lysq64vqVVZQs6b8KPg+l+pVM0rMCf+nDOlUZJInosjd0wzpROz8MS7VhxxpXdP9vw0Z0nEu6DQX6n093UtnONLJKCDpPYbqbY60vVoavZygQlRqLGhE/+Irbmz7S45qpylBNtjgoDSfb9VgniFGtY6YviHen+HQN5KMJX3OKC0YSz+U4cBWn04ZF9VW1KOzVUyoN7mkXk/43UxSVzzDTfz9DNUaJtQ6htTFkLpyN9OXoxR0L5vC0f9w+5KQ6YToh0xfDKkrKvb8XLx/jmrRN9D/f5lQb3Kk7bF/5LdrPXTP5Tct/iKLjCjZJs/yL24UxX9kqI54qE4yoY5xQUc91EFHU35UvMGc10kR1IG/v/1xra9AJznSPqYN9GNPjxCXMKSNnk7k3stRLYrfO6/gT5r0P9q/3Of+ReuvHGkfK6hfNP7Inxllwunizf61g3kmDU3+eH4L/c2U5rZxNiM2LmgmFzRzsCNJU0Ozns8ZjmCjNLnQ//4ON7b64pVCQgB4AFz1kCFxof9Qhps09Okk6TSTo1qk/1FXy/T6pHqTI+1jSJvilUcahf+9aHr2qA66UScZ0gccg24m6PesoF6Ppi+PXzk7CJneTnKUo3qdaYMNPF1ea7vuX+30okLNDU3+eI7B4xxpK0NV4kglT7/nXSbVWh3wQ+2s4K9hqHYyGexhs4PVRh9DeohjcFAnYVenmaCzTNBJjvQRR9rKpFrrieLTrKCeZ6h2/re7l4cMaZOH/tbYZx5iwt9RXktF9SGX6n0mqAMgKo4d7U3lknq5oNe8gr+Io1rEkF7xUB1hqE7oDEfqZJSZ6COOtJUjqVqGEI2sF8ZHWvfTs2FyfTRtGKrp8fy/HGnhYAOR3BqqHRe6PhfMkxIX+g9luElbXzxqlUmicg5VJNXQ5I+PkpC/FI2a3uFIH0Up6z5mQv2RFdQbOrBGvceR9k3/8bKQC/Uel3SMIW3jSMv6699oKI9apVobmelLxsiT7zc0NPnjmaA/cAyOM6HeZagORUWj9RSsjLaoIG03/1CXSqWQFfzrmaDdXNKHXNBBjnSKC/+g16xe0qZJJ7mkY0wov0/UbGTUJsHC5Fn+xZ4odkRRwyeZ8D+K8uCeZYLO5gr+jsrI/VwjqnxnIhMshK2d4XBNSyaf90D3txppGGV/KQ1tGWt/f9PGVt/pAVpmcEZpx1jTl0c1IyqT9QwTwWqOtIwJ9ZRZg8yjmsGE2s1Rvc8E7eZI7zCh/siE+qNeq6Md2pjUUYa0u/nBp0KG9DpH+shD2p+XaguTam18zaxaEWSAaApSqIV5VFuZVGuZDK6JymvdyZB6mFBBPBhE799UJS7pYy8KwvGQXuFIhznScU/4L3GkNzjSAa8QLPck3SN/2RnqaiZ0UI+K6QjXZcVOeTo37QEm6DSXdMITqpsL//e6Mot/kAv1Pkd6y0Pab9ZIOfrbmFBnmP7+v2NIb3g6iviMJ2hzJel73ww+xrCYJIr/D4NJKJHmM04+7+QaZq372+e6KBhn8RPrw/7OJ69PBhvFMzW5qdfskXV9qeGM0o6xps+UyeKoDlRGTvQBR9rPpJrroX9/NEo66RXUh3oPIh1mqD7kSLtyzf7L0XaM01zSie/csTSMRnWnGdIRJvQUKisE3zZRmVNuJq+aeeRRzeCoN/FzDLqjf2CXeMLvjrTtigeDRFOIuxiqt82olyG9ESVFOM2Eej0a/X0cGeKBb926JIxS3h1pLNBSJtUfo+0oJ7nUBsslHWZ6RPm6p4N9QhaVGYu+q/6vVOuYVG9FyQ2OmP2dDOk4E3SWSfWWScGXXO+sGGXfezDcRmnKbpnanToZhVod3ac+99dcEw/GKZd5q3F+oOuzGGw0kjh9GcEZpR1jTV+8TJaHag4vqGY2OzjIMTjOCqqYK6gVzIy4UD3NkbZ56Jvcqm/lUHVrUwzOcqSTV9+1NGRIHzNBp5je43goJ+iVKEOP2f6xnUnqiY8oG5r88UxSF0N6JS/UFq/gV5IV6OxB+zxB97FC8G0zXegJdZueoqXdvKCWRGuO73qojuVQHeboPxxtZflYb3+hD6+6dUnIkI5wqYOHPOHfx1GVdFYf9bqOAA72MqRNXoFu94Tep+kJOsuaVRdrVl1eVEbME/4bnv78MwzpqCfU0xzpLSaDU1xXV9lYa0QZq+KhzJqkGVEySZTmM44TqyhSyaoUrR1zVHOSwTbJYJynntsc9ne+VrDOUIKNhsJY+/ubNlnXlxrOKO0Ya/riZbI4kuJICznSNibpmNesVnl6zfA4QzqiR250KArWOcuQjLkcj0Zlp7/ZEoS8kgrvAEfaw4T6gCMdZTrZ+UGu87Pu/0bBnwRQLsa8LAqU2cMklaK0cEs40qGo1NfbDKMoWkGrolHqrQyDDv2PPO3jqN7j0bQnQ/9tbcxqrR79BscZqi75y06dOUj4e5lUaxuF+hfPbF/R32VPXqgtZkq0UfiHvCjHrV73DA5zDE57qMJcs9qfE/4jHNUZjuqMTqNHZ7mIUugJernfNcrYSMuM9LC1M0xOSadJ9D8k5XVJhrQpivB9xkwBx4NtkmuMpVIp7O988vrh+h61GGt/f9Mm6/pSwxmlHWNFH5fFCdH05V4m6DgT9Hr5H22hXuao3mezg9U6LRx9wIXqZZI+ZqiOcaRTTKeJe48hlSKDOsElnZh2S6CnNqU6pnO2qr0M/WMc6bQn1Emm0+N9zHU+1x/pqFdSTKq10TaVnZG5lTxUT0fToaeZ8LeUg090QoB9TKq5OUEFJtUfI/M9wmSUDk+oLfq7+I9wQe9Ehntv98ZXw7xUW7ieOn6HIT1qPpuh+kNkmM8bY8sV1HsMVRhVTDnKJB3jkSF6SB9os6ZDTKjT0Sj7DNNGeYpL2mVGWtWewZTmtnHJacmgq+ec5zuluW1cHqkp+p+YqpmD6iEePMWRtjKh3mQF/3pzfqSNMs3vN1b+/g4XWdeXGs4o7RgL+ow5Rf9QbovWHY96QnU3Nvv38ViZLl5Qt+g1TDqaE2onE2oPE3SUCTrqob8mr8ti9TJtfqemzQ5ChupQNHrUU546GcBRjrQ/Msh3ONLRHKrflKuDCD2iykta+f+3d/ZRchXnmX+M7V2fsN6TZIOd3ZOcJJwcZ9eKfJY/4rCOwZFlS3OrGkNE4jWs4wR/JI4NlmRNV10sYYzNh8YRjvmw7GAkYKzpehsZEGAGSUZI1gCCESAEEpIQIyFAIAkhAZLQCAnd/aOquu9cdfdMT/XMXGXe3zn3TH/de5+uvt3PVNVb7xvF5TulNj1R0dwtFW0TMR0WMa33c5wipvUypl1tqnRfaj3oMhGb1VLTWqHpYaFNd5sykyNtFrjI1n0iNveuWLM+EUVzi3vPB/1cqNB07pRZFPl1nlNnmb+PYrpSqEqKvONTZ3X1Tmk3m1zvMmmzQU5XueQI6z/z7dKMz9h1lOulpj1CmZsBvxzHfM6n4MsGw5x1ycLTZLF0iVQ0Oxss49apDlhC4pd0eDMZ7PiNrgNRLJ+fDrbJZvbJBuN0r16X1Hxe0YNCmxuFNjcKX4R7CDqG8v6aYTx8f0eSvOtrGWyUYYwHfb4XIxXNmNLeeWoUmx5rZOV+qc1emSrTJTSdK2LaI+0832tS02sypkNC0dtC05POZH4mVGm30PTOOZeWE6mp3w23HvFZcqQ2WyNlvi81PWyjUsv9kTaPpoNLKhGZutzjg0tssA5tF9YAe116uUcj20t83u/rglIudPNl69MJAYQ2u6Wi/TKmlbNu6E6kpm3WsM3DBWUmp5dFuAobK1JLQqxRKluTM31bKPNCFJtb7RyfNdyKfk07I23+1RmBKWizwusXMS3zc4SV5+sEy1QzH9l1p27t5fUVc8/sXyuYpvY10HW6L3nmP4N6wTY1g3nSUbO2zNrAMm+6vHwo12L6/fkECOn31+y1PR6+vyNJ3vW1DDbKMMaDPj/sljYIqcxiqelVEdPT6TJdFVMt0s989Y5Im642VXrYBuXYIJWCrc248YIr7khEbF4R2vxIKPNSFJsDNo+qedH9wO7yphwp050NLokUnSkV3Sdj2lpQXZ2R6tJuPeQO6ct26fJLkS5tdEtPBkbO+h97Fzzilj78OtJdy0RMvRddsySRmjaImHrrrRuMYlrkAoPWCm2WSE27hKrMPR4TmvqlppcLyqyXyjzio1qlohkyptlRTIuENt126Q2d6wx/p8+Ba4eNqbegzORqsE/tYJlK8nhFZ3ojqfTiYpqd3X8omW9qGWOkzGWNgm18ey5Y8khSa5g10rRSKvqJVPSTSNPKofYos7mC/TUw3MjY8fD9HUnyrq9lsFGGMR70ZZcIAPXXNtaqjFHQ5msuMcAGqelmwBqU0LRs1g3diQ9eEcq8KBXtF9rskZp2RsXSC24Itl9qs1cUSx3Z4JL0MJzQiyaKYvl8adPf7ZKKnkgFn+wV2qz15wfsUKLfN/0e0pmI5ty0PLEGUz8TTWX+Lu46vXJ+m23nqFt+4nubv3IBQ/fX0y9js6CSRN0ZaWW4ukgdWaPIzgG6da5PCm16U8OSK0VsVlWO18QcoX+uMseYDigaQnae7PUXOkfpr6/0dRdSjWU8fH9HkrzraxlslGGMB32p4S5jy1ZVfyxlPLDy/YBMLr7MVuUH29xpb5vrhCKSurzjiz+4M5GaHijE5jqpaZvQtEdqs9NW5ijvlzEdEMocFNo8OaCw8MD8qeR/OF2vcFWkzcrUfGSvM48VVnNpUaTLd0qbjm6H1PSb9PyWK1w8W2oyV96yIhksWMQP/bmApxk22Kd00A1NP+WGcyvnb1Od0+rpF4rucsZ+lT9+QZWutUFDRIMFywzMDESPC00+S9JOUSyf36xR+dcP15habZTp6yt7LQ6nvud4+P6OJHnX5/k6gE1uWwLgg+7xSQC2ANgO4Krau1rYKMMYL/oqP3Cprd6yhGrFkdRrY3O1nS/zCdOpW2raesH370wqhYxjv5Sjkjh8j7A9sRXZIVPABRlljDrdY/LPp4bm5omi6RowP2bT363wwSCVXqZNer7hqx13J7XKaKUzywhVurbyD0Bsfio09crYZuQRRdMlFc2T2uyUMe0RMa2e0t55qmw3UhZLi4QLapHKfA6wvVNnig9WgpEqC/zNgso6RLffNbc9mKSDYWzvnXr9uk/3vjfZuVtzYbNltkKHOtPXn4vavdIOLZvH2tpLXxxOma+a19cw5iez+vII6wvndwC85v4CwC8AzADwHgB9ACYCeB+AXgCfqHcQNsowxpM+GXedLjSda+fCBhpUFj83ZheoV187pb3z1EjRmUKbCyNFZ65Y81Tif8B99ZFI0ZlTlfl6pOhioUufH+xcaUSmLJg1PnOd/zGdqkoXSV3uiTQtnTKLoqm6NCEdDCK0udAZyzahadnM6++zwTxxtYyWm+tbJuw865pImQf83KM3+UJML0Z2rnSbDWwq99s6meUeEZtHhTI7hDb7hDb7XIq7TTYwqLKgf1tBmxUipmXZ86eDYb5wxR1JOhjGD5NPmUWRb/82RdP8Pytef6NgnGbac7DPw19/6VJp0lV7GZBRqcn5xcrcaya4qlnG0/d3JMi7PgD4XQB7Afx3AO8FsBjA5wGcAWBt6nWXAJhX7yBslGGMZ32+mkfIMVqtb2CZL1veywfPuDywJ8y3Dgx2sT1OoenXPlhG2komu2Rse3Q2+w/tlJrWum2n0PR4pMxlNhjIPGqHW+lhm3DBHBTKPNtWLF0gtbnTL4ORdtnLRpcCcH9B05q2dvPXUpsFBU1rhKLNQtFmX/R5SnvnqdUeoVkpFf3kmtseTKQbZhbF8vlTlfl6OtgJqD2fPNTMN9kya6lh9AUDlpt8h/681v4Vo6wMT9PsSNGZBVW6VmraIBU9MZKZdwZjPH9/W0He9Xm+CuAggN2wQ68AUEjdBoDzAJh6B2CjDGM86rNzhNUgFNlE2aXR0DdV3fZxoWmNUOZFmxiA1kxVt30cqD2/5iNpXUJ3kjHtKqjStV6fLwYtlCFRLHXI2OwVurw7FVW7W8Y22AioBgPZxPHmRaEMVdPOlX7mEg30C21+kArWedMPjzbSX2uOUhRLX5W6vMNG3tIyn6koHSyUTqbeLOngJh+tO6W981T3+IDeqYjLF6T39Z+vfz49fF3tyQ/v2mkF4/H720ryrg8A/guAhwH8AewQ6+2wc5bnYKBRToMzyo6Ojsvnzp2bZLe+vj7eeBvStu6ZzcllNy1P9PylyQ8WPpDMcbcvu2l5su6ZzbnX17P2mUTPX5ro+UuT+Yt7koV3P1K537P2meRHpVXJF664I7n4R79K5i/uSX6yuCf54vfvTM6bfXvy5WuWJBddvSQ59zvl5B+vvqty/H+40j6vf7J0gJbyst5Ez1+a/OJXayqPqRu7k3PicnL+ZYuTx9ZtTPr6+pJ5i1Ym51+2OLnwijuSW+9Z01D/giVW7/2r11Xe74zr7ku+cMUdyTeuvTeZc9PyZPqPf5V86co7k1k3dFeO07P2mZa39fxf9iR6/tJkzk3Lk47OByvtWF7We8Jr/XPPbn6u8pjfZyS08TZ62yj7XtNEAO5L3b8QQCfs0Ovjqce/BR56HTHGm77KOsYhlMEaSX31yjQNRV+jYJD00KrQ5rH/+707XHWT8n7b8zN7paZ3RbH0gg+GiTRtdblhH05r9EEvdijUL9anjVLTUanNAanNnVO1+aZQtE7qcr+M6eWoSN9tpD8bzDPz+u7EJX3YJNuNFHH5AltyzKxvK5o5oUPj9fBJ2rNlv/z79a/zn29lSY+i2fI79Ocipq/6/UdC31AZ6vVX73obacbb78tIMAHAKwB+DzaA51YAswGcAmAbgI8BeD9sMM8n6x2EjTKM8aav0RxfrcjUkdDXqExTLX3esNL6pswqnSdVaZEo0s8+Pb3r7OzxI1XqEUXz4rQ5tyeRLu+WMc2zhanpKanpmNDmkFBme5syW9qKZreM6YDQlB7JQVpPailIr02RZw5JTYeiojkotDns9/evb1M0zZtrtsxYOpjnvDm3J7YQNT3lg2WEnTfdJ7V5ZWo7XWQNunxBdh5xSnvnqeJS85dC0/Sp2nxTFrv+rlHgVOX1cfkCoRddKLTprpfAwd/3n2/6n4bU/PGaqYouHikzHwpDuf4aXW950DeW5F2fRwN4HsBW2GAevzxksnvsJQBzGx2AjTKM8aYvmxkHSP2QjMKC78HKNA1Fn4jNw9kUalFq3aKIzdU2c5B56fw5ixOpzVbf4/zsrK7p0pbJOi51+ajdXC3Ndvp27Tajc/1ifaFLnxfa7HYVVY5JW6vymNDmFWvEtmam1AOXd4iYegvafC0bzFPpUSra5zSXhabtLon7IaHpsNRmQ8WgVOnnZ1/c+Sc+CtXX5XRLZXYUtFlR0DTdtpuNcvW306nv7BxoeYfQdE+67Fe2l5j+fIVeNLGgzdcibRYXYrNexrTa58od7vKOUAa7/tLXm4/4HiyT0WjqG2vyrq9lsFGGMd701ciMU/3xHIUF34MtWB8sc48smvbKgnyXYs/fb1Od09KZaIQynV++Zkni1yQKvWhimzI3S1+IWdFBYTMHHZMxHZmqOgddMC+Lpl1os1vq8ltCmRdEXH5VxnRAarO3TXVOG5BZSNMT0mcWcvqy73/dM5uTSNNKl7T9LVdRZZfQtFkoel3GdFho85JUpsc/55aabImUWWtTBZr1MjaPuFR9W4Q2TwpFqwcGa5kuH+3qCmZfL5R5UWra5pePVNu5OgSf/XyFXjTRBRpVUgxKTTtsBZjRD+oZ7PqrJlyoGvlolgUbb78vuYWNMozxqK9RZpyR1tfQKGOfGLy+Pp/5pk2bG6v7d3XaSNeuznQmGhl3nW6Tepv1UtMmoQwJbV6SMR0Ril5NGep2qemNgurqHEz/UM5vjSSVWchl9ilo87X6Ua+2pJfQZreI6elIdWmXzH2X0OZZqWmriGmZM7edLqXevkjTSt9uUpsFrrD0azZfritTZs1yp4hp2YCE8Nrcbteb2oQRteapTzRK+rab/32ycnxl1rslNjV75CPJUI2yMGAe3GWqYqPMvb6WwUYZRh71nXXJwtMiVbpSqPLymdd1J5EqXemTlreSWplxmqVW+zUqA+UW0XcLZVZH2ixIl2nKDt/V0lfpQRZNu3+sTZmvyJh2uecGZKIpL+tNKtVJ7EL5PVLT29Gsru/447fNKn3DpdvbOliwRzPnr5FZaHa9MlYypq1CmRekMn1CmcvblLnc9Uq3CUXb3DKTc1O9xG1S0xvOhG8saJouYvOwUKWXpKZ9QlMlIFDGNNsZ65MD3oubT/1ssfSper3BE43SlH2Woepj9DN3/HK9dhsphjr06ttbKvO5ZjMJjaS+sSbv+loGG2UYedN31iULT5OuPmQ6c4vUtGMkzDKUbPsNVgbKJg2w9SXTm9D09FDqEfo1kVLTuqhY+tSkmaUJUtM6P09Z7S2Ym9raS19cvHxtIlXJFDStaVOlayNduim9/6e+segvbHBOuV9o89wJwUV60UQRly9oc8Y31PNnM+EITcumKnOZi7StBAj5MlbC/qPwG/9Zy5hWy5j2SGV2uoLZz09V9G8uk9Ddttg2vSVi86Ytxm3W2iFhc0RqOhJp6qq0maIzXU90q4jLF/jsSbXWRg72+UbaLPam6N+fN89Im8XNXj+hDDuYZxiVSkZK31iSd30tg40yjLzpqyyOj8s7Im2u+vmdDyUiLlcKK4+1viw1huYqZaBqBU9UE7TbYBYZmwWRNj1Cm+6h/Idva2aaLScardly1iULT7N1KunXJ6aIo19Pae88NbP/HhnTG9Yk6S05q2ua1yu06fbzeqlenGmb1TVtsPP7YeOoSCujIq0UMfW6HmG3P1akzGWiWJ7zb+Y3ia8zedYlC0+LbBahrVLThkjTZqf9bRnTEalpv9T0htD0utDmdaHpHaHNu3a5Snm/1PS6jOlNEdPhSJlVvs1kTLOlLvcITU/74BsfuTpVma8LvWiiz5ObjWDNfr5TVekiN1e6yVZSoWUypk1CmRenqtJFgZdTXeqNfjSzPGQomYxaTd5+X7LkXV/LYKMMI2/6/NCeN8W+vr7EB7CIS4dWHHc0ybZfdc1g7eCJ7NBo9vmhnPOsSxaeJhTdJbTZIrSn5MwAAAAgAElEQVTZIhTd5XvbQi+a6BK2bxDaPPr1efckLuNNtx9enDLr1rOFpu1CmYO2B1Y+FLWXKud2dSE3SU0b0sEv3iw/8c2b/6je+QGgrfiLC1zmn7eFNoelpiNS0xOVyFkXDCNis0rPX5qkMyNZQ6DZfv5PxOZeqUq7XLDP61KX3xKa+qUyx4QyxyJljkeKjtsKLfRopGm+1GaXC7YxUtPNdl0m9QllHpYxbRW69IrQ9LzUps8Z8atCm1dckFB3Wk/287W96tJyN7x7yLYh7Yt0aflILBOxwV3VHrjUZNLXTt6+v1lYX05gowwjb/qyc2B9fakUbCeDUTYKnohp9lCCeULI1jvs6+tL0mnv3FrK2wvabBCatkhV3uuiTVf5H3pnlLtkTJsGFLuu5KCtH93phmJ3+F6mzQNb7hfavDZpZmmCG6rstVG75qE5Ny1PvAHUMhqvXWpzVRSXH3FzrP1C07FImQPOjN+RMR2QihZN1aUJNgLVbHE9+2VCG5cSzyyIVPkul+d2n9D0srD5ag8ITYdF0bwsND3tzPKJSNGibJky137dPj2f1LTT95Zr6befvUvCHpurm4mMdcP4lRR+AwK86hh53mB9OYGNMoy86UvNge2Iiqb9OrMq8T+8J8PQa6PgCT8Um34+XaapFWvxsj3Wvr6+JJ2wwFUf2eGXjLg8rQeEpkNTVOmHXo8d/qbe9LF9z6bRj32bNjem/6lxgTR7pDYHIkVrhKbbImU2uHnFVQvvfiSJKgZszT0dDCW1+ZVQ5jFRNHOEMmWpzSttyhyQMR2ItOl2Q58HhDKHhS5tFtqU/T8dk6eXPlxJsl6JKLbVVSJNB4Wm7UKXHrSRtuaFKDaP2J43PeWDf/wcqnRlytKZk/xQrayR2ckNs9/m/iFZkx7CTieTaETqWrm+8hlUhvZtooS8fX+zsL6cwEYZRt70nXXJwtP8nOSAOba4fFIE8wC1gydETJXE4oM9H0I2mGbdM5uTalkpc6EPRolU6T4xy/x9W3vpi5GmZ6Uu94vYvJIa4tspNHXXCn5pFCnskyG0KfMVq6f0eRssRMdsJRLaLjUdE4r6pTKvXnTNkiQq0hNS2zJdPhhKanpYavOc0OZlqemI0GafUOZJl4TguNTU3zar65a2olkZFektlwDhbaHNk2mN2UxHkaYf2+Fic0zaNaRbXfWT10VMW0RMvW6JybZI048fW7cxkekyZjUyJ7W1m78WmtbYtu063Q4v07LKHK4u90hFsysmq8lMmlmaEBVNe1Q07ZNmlibU/izt69MG7OuN+qjbPH1/beFvl43JXct50leLvOtrGWyUYeRRnwvquEpcWl4+84buJNLmqjyaJFC//SrBE7b247lZExzs+eGSLSvle0SFmO71EZpCm4MyphdS6yhflNocEJqe9nqmqtJFWTNP92TqUelRKldfUpc+L2I67JIc7BHavCI0JVJTImM68HffXZxITUeFpoMFVbpWaDpXarPP7mP2RdocELp83GYBMpuENm8Kbez+mg67uctjUtExqemIUKXHzr6480+8nnSmI5f56Em3jvS4jY4tPS5iellqOmjra9LzNrNQuUdoc2FfX1+SKWM2IHNSm6JpIqaNvgfqC2aL2NzvMg11pYO5nPE9lw2GqjVaUv3nxFxXzR6Uzx5ltjC61GQiRWfmRV898q6vZbBRhsH6wsijvnRZqTk3LU/sD7wdLhXK/FTGdFjG9KZU9ITQ9LjUNvI1KlbXBgJumLISxGODegYz9EkzSxMqIwKadghNr9lgnvKhSJkHhKZd0vYIj0tF+y/8/h2J1OYdqendSHXdJZS535qf2eeSG2wVyrzjeqFbhDKP2d6pSYSi48Ia6LvWbEu7REzL0un/fKYjoU231LRDKPOS0HRUanpXKNNvU+TRERtBS4cjbXb7YefJ00sf7uvrS9JlzCqZk2wZsZektkWthaY9bbPoGqHpSRnTrraiudEP2VYMslieI3RprUsgv0tcWl7uEzhIl7nohM/R/dMjNd0sM1magHxcf+lI73TAmtRk1j2zecz1NSIP7TcqsFGGwfrCONn0iSJ1yNjsjXRpr9S0qaDNBjc0+oavYRlKm+qsLiHR5bekprdF0SwBgKhonpXKvCuVOSY0vXHR1UsSoUp7XK+yVyh6WsZ0RBRLG6UmI2wP7YDU9I4smiekLt8pNb0RFUvHba/SvCuVeVtq2i/aq2noBrxnvWhipEt3ugCiF4UqvSCVXYPpDPO40Oao0HRUKLNbarNTxGaVVDR74d2PJFlzalOd02wvvLxfxnRIaLPPRfLeLIrmRruekx4Xmp6XMb0pNL0ltdkrFG2WqvSS1OW30lmQfC+8VmakbNSrzxFc9/NNBQ8VYnNdtr7mSFBrONqb5f2r1w3p+2GHbWl2NVJ55HUD+f/+tgw2yjBYXxgnmz43f9Zb0LRGxLSsoM0Kqcs9UtPWVi9CnzSzNEEUzUzfu5jabqTQ9IYbNj0qNG3553+9J7EmUu53vdunpKZ37RArrRGaNrr5x+NCmX1umPRdoegdqelopM3htqJ53i03+V4towR84gRaFmkzXyhztTPNHZGifrsOk/plTIdkTKuFotVC2/WWlYQIqUArbwxTi10/FZqWpZfPRLNK37VzpXQ40vSGVOaIG3Y+JlVpv9C0R+jybj+HC9j8udmo7mxZrKGso6z0fLPD5cNMzzhUfK83HfXro5XLy3oH/X5Mnl76sKyRpGM41XyaJe/f35bBRhkG6wvjZNOXSnhwk2wvfXFqkb4ktbmlVVG3tagEL1njOyh0+bjQpSNR0fR+6cq7EqnpqIzpSKRNV5syDwldPipjOiI09QptHnWBQMelpn43l/iO0GZ3pEqbI13eK7U56Cqa3JUOdEnjg2Bsz6e0SCjzgtS0xw27HpLa7Iw0PRmp0kKp6YkoNrfKdiPvX70uyS778Mbw2WLpU35YNFKlGUKbbqHoQRnTAZcgYY/UZoO06zRfEzE9I7R5TujybhmbZz7z7fKX24pmpozNM+l5ypqZdOqUxfKf78D3Z3t2aeNs/aeaao/q5zvdG7ofJu5Z+8yQMwf5ogAy7jrdz+uOdKL5vH9/WwYbZRisL4yTTV822KcafGEWtCqgqBYFZSYLZTqlpk2RMq8LTW9KXX7rvO/cnjgjPBrprmVS0zYXmHPIDtuW35KK3hJF0y817YlU6QU7PFrusYnJy/2yEvFKmxstv0hFne4U2uyONG2XMR2QxdKvo2LXVTKmrZEqPe2GjHdITTc/tm7jCZ9vdZmMjYJ16y63ubnNF+zaSnpWatogFc2IFF3sekirIt21TCjzupu37fdbpMzOsy5ZeFqzZbEqhaUrJcIa19ccCdIVbwZcUzHNHlKKvRo90loRvyNB3r+/LYONMgzWF8bJqC8d7CO1WSAVzRhJk/RMVaWLbMYfs9X1sg6ef9niRGrqF8psk4pmCE13CdvTeyPSZrvL/LO2TS162FZBsen+hCISRdMllHnNJgwwu23avcY9EBtVa9dJRtosE7FZJWOaXckIVTSPFGKzXmizthDTvT/8xYMnGqUzpUpvUpuVLunAc0KX7ilos8IvU5k8vfRhPwwZabNFarNXanpNqHK/UHRIFM1rQtGrke5aJvSiic2WxcoapdR0s38u3csM++QGJ7UshqRN9l9JeDHYvo3mOEc63V7ev78tg40yDNYXBusbOjKmeS4adqdU5pGCNhv+1hrlG23aBhIJvWhiQZn10tXbLGia7noW3SI297usO9ulNjuljajdJxW9OhSTrOhwZhQVy3e6KNVN1mzL+yNF93mjktos0POXJrXmBgf09FxPzi6/qRjWtoI2G4Six6WmJ4Q2u2Vs9kpr7NsKyqz3Q6rpqNpmy2KlP18/T2qDeOirfvhzNMpp1WNIRlmZDiBT0DRdKpfAISYaibSAzerLA6cBuAfALgDbAJzhHp8EYAuA7QAaZmNhowyD9YWRF33Z4A//+HD11TvecJFx1+mFmO6NYvOIT0wuYrNq2pzbExsFWj1Hm6KiWzKxtRqQYochpS4vtpl+7JClqMxPlpcPtVc8cNlFuUfa+paHZWz2emOZ0t55aqTN4i9fsySRyszNmnAqe9A8UTRz0s8LTefaIClXwNoO5e4XyrwYxebWQkz3Ti6W2oStkLJJqNJC37NttizWAKOMu07PDqv7JA7D+9TCGer1l12HaYeeR74Qdl6+v4NxB4DvAHgPgA8C+F13uw/ARADvA9AL4BP1DsBGGQbrCyMP+hoFfwxHXzPBJEMlPYcm467TfSWVr3XcnciYdp1QlstGqF7l61r640wt0pfsGkZ6sK1oZsr20heFop8PJxjJJpA3F8p2I6Uyj9naljTdVVgp+8xQQpvu9HzZlPbOU6tLMGpHl06eXvqwbDcyUnTxVGW+7qqXdAtN57o5zXVC0TahzWsyNi/LmHb5XnXN9q8TkVxrDjpSdKbQ5sLRMJrBaOb6k3HX6f4fotEy9zx8fwfj9wHshjXDNGcAWJu6fwmAefUOwkYZBusLY6z1pYM/CspMzgZ/NKtvsOMNV2dqSNJUs8wsmli88f5EKPNirWUNtYbdvImk57NakVR+4NIKO/QrNW274fbVSTUtoE2NV0k8r+jnU2ZRlH2+1vH981PVbR8XyjzkonQPSk37hKJ1do7TdPv9feYmoc0PRLF8fj3dY339DQbrC+eTsIbYBeBZAAsBnAqgAGBJ6nXnATD1DsJGGQbrC2Os9TWsRqJoRrP6BjtekNYBw4K2R6bnL01EbL7ng4tETJTOJJQlXQnFP5ZKKxekz2cikpq2SU3bopj+ybdftSoLnSu06bJZh8wKH0AjVNf3GvVq073ESJknbLmw0itC0+NS0QxRNN9M719IJctPz4FmjzvW199gsL5w/hrAu7CGeQqAWwBcAeAcDDTKaXBG2dHRcfncuXOT7NbX18cbb+NyW7DkkUTPX5rcv3pd5bH7V69L9Pylyfxf9oz58dLbY+s2Jh2dDyZ6/tLK9mP6TfLs5ueGfIyetc9U9p2/uCdZePcjlftpzSGb1/jYuo0ntEup+7HkH6++K/nCFXcks/99WTLnpuWJnr80+ecf3pPMuqE7uWvF4zWP+ezm55If028SPX9p8qUr7f7zulZW3rs//l0rHh/wHn+w8IHkBwsfSPT8pcmVt6xoqq14G9o2urbXPH8KYGfq/jkA7oYden089fi3wEOvIwbrC2Os9Q1WtqtZfSNdBgzwNR0XTZzS3nnqcNovPdSZ7nG1QhuQ6rXG5roVa9Yn6YCaSJVmuKjcTYXYXCcuNX8ptfmFW5v5ZKPKKoCdQxSq63t23tNclw3YsYvtq+s0/T6VzD+ZNaJjff0NButrDU8B+Ji7fT1shOspsBGwHwPwfthgnk/WOwAbZRisL4w86GtUtms4+kayDFiW4bbf5OmlD/uAoMHMqVnSxpSuvlJNMGC6hTa3V9dSlnvcuszFzR5/YDCQNcZmFuDn4fprBOtrDWcCeBrAc7ARsP/VPT4ZwFYALwGY2+gAbJRhsL4wRlKfLww8lNfWK9s1XH0jVQYsS14/X1ukmc6d/8uexAbVuOor3rCU+Z41aZotFd3n1ncOOYuMP77bf8aA5SWZHiVQXSPJPcrWknd9LYONMgzWF8ZI6BN60cR0SSWp6ebhhvqPx/ZrJVl96XRtvtJFqxfHZzP/VIZlNV2f/YflZGu/vJF3fS2DjTIM1hdGq/WlKyn4KFD/ozycH+Lx1n6ALfwtNd0hdHmz0OXNUtMdwy38XUuf/UemGsFrU7a1ds1ivcw/Q9GXJ1hfTmCjDIP1hdFqfZWlDqk1gX7OcDgJosei/VJZa2YPltmnlr5m9s/SNqtrmsv7elDE9IbwhZh1efNwzLJR+zUzND5cfBKGes+P1fdjqJmbxtv3N7ewUYbB+sJouVHWSBAdKTpzuJGdo91+LlDlhNqCg5WJGu7+aVxdyK1Sl/tlTG9KTSulpgeENs+my1g1w3i7/obCcMqA5ZW862sZbJRhsL4wRqxHqU7sUaYX2Y+VvsHwSzeGmtknq6/Z/T2+UobNA2vejIql71brHJZ6soWRh8p4u/4GY7hlwPJK3vW1DDbKMFhfGCMxR1krWMQOvTY/Dzba7VerPNJQykQNd39PNUWe2SRj2lVQXZ02JyvdK2zdyV1C0V3Nvp/xdv0NxnDLgOWVvOtrGWyUYbC+MEYu6rUaLGL/ex9eAdux+CEVsVlla106o9fmRqGpe0hGOcwUepWk67r0K1+xIyqaFVLTq24odpcsmvZm3894vP4aEVIGLI/kXV/LYKMMg/WFMdLrKEMX04/60GuxfL6vOSk0rRGa1khNO6WmHbLdyMH0NcoM1GjodUp756m+Jx4puk9oel1qOlApxRWbh4fzfsbr9ZcOqJLKzLUbzbYlxajbfz6RNl+T2jwmNW2ViuZlRz3Ga/vlDjbKMFhfGKxvIEKbC10h5G0ipmWuLuM2GdOmWinwaulrpsxUGh/05Ix2pdS0UcS0sU13fWG472c8fr7pMmI2LZ/toQttnrSfhXnEmqXNSOS2TdWk79VAtPHYfrmEjTIM1hfGyaxv0szShEkzSxNaeb5U1O7FUtEMqWiGLJr2emZXT18lM5CiGc2U9/JlsFyquQtDMwqdzJ/vcPG5bqUytxY0rYm06REx9RY0rZHKFp4WylwnFT0hNW0oqNK1Qi+aWAme0lSp9jQe2y+XsFGGwfrCOBn1tanOaUKXN1d7CuXNbapzWivO16gMVq2o3ZOx/fLESOirpssrzfBzj/5zjWL6J/tPT2mRzxbk9/PBU4WY7h1Jfa0k7/paBhtlGKwvjJNN36SZpQlS0w43lLZFxOUdbk5xRyt6lwPSr7mEAY2idk+29ssbI2qUzhQL2nzNB/H4x4Q2Xb7Cit+PjTLHsFGGwfrCONn0tWlzY3ZNobi0vFzGtKtNmxtbcc6aZbDqlOg62dovb4zo0Ks2t7iArF6pzGobmGVucUb5TR88JWL6qrjU/KVULoNUKjHGeGy/XMJGGQbrC+Nk0ydi87CMaVebMl/xj7Up8xUZ067hRobWwpfBKigzOY8p2IbKeNSXLgM2IJgnpt50cvZ08FR6KVM6Uns8tl8uYaMMg/WFcbLpq/Qo1Yk9yoLq6hxrfXljvOpLlwETxVKHKFJHrZJrgwVPjdf2yx1slGGwvjBONn2TZpYmpOcl00E9rQroCdGXN1hfGKwvJ7BRhsH6wjgZ9dmoV7OlOqRW3tGq+clW6MsTrC8M1tc6TgHwKICHUo9NArAFwHYADTP+s1GGwfrCOJn1TZpZmhAVS58aTT1ZTub2ywOsL4y860vzLwBKqBrlewD0AZgI4H0AegF8ot7ObJRhsL4wWF8YrC8M1hdG3vV5PgRgFYC/QtUozwCwNvWaSwDMq3cANsowWF8YrC8M1hcG6wsj7/o8vwDwSQBnomqUBQBLUq85D4BBHdgow2B9YbC+MFhfGKwvjLzrA+w85G3udtooz8FAo5wGZ5QdHR2Xz507N8lufX19vPHGG2+88db0NmqON0xmA9gJ4AUArwLoB3AP7NDr46nXfQs89DpisL4wWF8YrC8M1hdG3vVlSfcoTwGwDcDHALwfNpjnk/V2ZKMMg/WFwfrCYH1hsL4w8q4vS9ooAWAygK0AXgIwt9GObJRhsL4wWF8YrC8M1hdG3vW1DDbKMFhfGKwvDNYXBusLI+/6WgYbZRisLwzWFwbrC4P1hZF3fS2DjTIM1hcG6wuD9YXB+sLIu76WwUYZBusLg/WFwfrCYH1h5F1fy2CjDIP1hcH6wmB9YbC+MPKur2WwUYbB+sJgfWGwvjBYXxh519cy2CjDYH1hsL4wWF8YrC+MvOtrGWyUYbC+MFhfGKwvDNYXRt71tQw2yjBYXxisLwzWFwbrCyPv+loGG2UYrC8M1hcG6wuD9YWRd30tg40yDNYXBusLg/WFwfrCyLu+lsFGGQbrC4P1hcH6wmB9YeRdX8tgowyD9YXB+sJgfWGwvjDyrq9lsFGGwfrCYH1hsL4wWF8YedfXMtgow2B9YbC+MFhfGKwvjLzraxlslGGwvjBYXxisLwzWF0be9bUMNsowWF8YrC8M1hcG6wsj7/oA4A8BPADgZQB9AC5OPTcJwBYA2wFc1eggbJRhsL4wWF8YrC8M1hdG3vUB1ijPdrc/BGuYHwXwHljjnAjgfQB6AXyi3kHYKMNgfWGwvjBYXxisL4y866vFCgCfAXAGgLWpxy8BMK/eTmyUYbC+MFhfGKwvDNYXRt71ZfkIgJcAfBBAAcCS1HPnATD1dmSjDIP1hcH6wmB9YbC+MPKuL81vA1gPIHL3z8FAo5wGZ5QdHR2Xz507N8lufX19vPHGG2+88db0Nrp2Nzw+AOA3AL6ceuwMAI+n7n8LPPQ6YrC+MFhfGKwvDNYXRt71AcB7AdwN4NLM46cA2AbgYwDeDxvM88l6B2GjDIP1hcH6wmB9YbC+MPKuDwA+DSCBjXb129+45yYD2Ao7bzm30UHYKMNgfWGwvjBYXxisL4y862sZbJRhsL4wWF8YrC8M1hdG3vW1DDbKMFhfGKwvDNYXBusLI+/6WgYbZRisLwzWFwbrC4P1hZF3fS2DjTIM1hcG6wuD9YXB+sLIu76WwUYZBusLg/WFwfrCYH1h5F1fy2CjDIP1hcH6wmB9YbC+MPKur2WwUYbB+sJgfWGwvjBYXxh519cy2CjDYH1hsL4wWF8YrC+MvOtrGWyUYbC+MFhfGKwvDNYXRt71tQw2yjBYXxisLwzWFwbrCyPv+loGG2UYrC8M1hcG6wuD9YWRd30tg40yDNYXBusLg/WFwfrCyLu+lsFGGQbrC4P1hcH6wmB9YeRdX8tgowyD9YXB+sJgfWGwvjDyrq9lsFGGwfrCYH1hsL4wWF8YedfXMtgow2B9YbC+MFhfGKwvjLzraxlslGGwvjBYXxisLwzWF0be9Q3GJABbAGwHcFWjF7JRhsH6wmB9YbC+MFhfGHnX14j3AOgDMBHA+wD0AvhEvRezUYbB+sJgfWGwvjBYXxh519eIMwCsTd2/BMC8ei9mowyD9YXB+sJgfWGwvjDyrq8RBQBLUvfPA2DqvZiNMgzWFwbrC4P1hcH6wsi7vkacg4FGOQ3OKDs6Oi6fO3dukt5+9KMfHc8+xhtvvPHGG2+DbQsWLDg6Ji7XAs4A8Hjq/rdwEg+9sr4wWF8YrC8M1hcG6xs5TgGwDcDHALwfNpjnk/VenPc3yvrCYH1hsL4wWF8YrG9kmQxgK4CXAMxt9MK8v1HWFwbrC4P1hcH6wmB9OSHvb5T1hcH6wmB9YbC+MFhfTujo6Lh8rDU0gvWFwfrCYH1hsL4wWB/DMAzDMAzDMAzD/EdhyPlhR5HXALzsti1jrMWzCFbXhszjeWm/evry0JZ/COABp6EPwMWp5/LQfo305aH9ToGNYn8BwA7YZV/vcc/lof0a6ctD+3lOAfAogIdSj+Wh/Ty19I12+9U7X57aadRpKj/sKLJrrAXU4FMA/gIDjShP7VdLH5CPtvxDAGe72x+C/RJ+FPlpv3r6gHy0HwD8vvv7AQCPAGhDftoPqK0PyE/7AcC/ACihakR5aj/gRH3A6LdfrfPlrZ1Gnabyw44iefpypflTDDSivLVfVh+Qz7ZcAeAzyF/7ebw+IH/t91uwvY425LP90vqA/LTfhwCsAvBXqBpRntqvlj4gH0aZp3YaE5rKDzuKvAa7HnQjgH8eYy1pskaUt/arZZR5a8uPwK7z/SDy137AQH1AvtpvI4DDAH4O+19+3tovqw/IT/v9AjYBy5moGlGe2q+WPmD026/W+fLUTmNC3fywY8wfu79/AuA5NMgwNMpkjShv7VfLKP/Y/c1DW/42gPUAInc/b+2X1Qfkq/0Aq/FB2B/UvLUfMFAfkI/2mwTgNnc7bUR5ab96+oDRb79a58tLO40ZTeWHHSPmAZgx1iIctYZe89R+tYwyzVi25QcA/AbAl1OP5an9aunLkpdrUQO4EvlqvzReX5axar/ZAHbCBhu9CqAfwD3IT/vV05dltNvPny8v7TRmNJUfdpT4Hdjxeri/G2FT8+WBrBHlrf2y+vLSlu8FcDeASzOP56X96unLS/t9CMAfudu/DRss8/+Qn/arpy8v7Zcm3WPLS/ulSesb7fard748ttOoM+T8sKPER2HDkHfChiLHYyunwp2w/+0dhY2K/Ip7PC/tV0tfXtry0wASVMPOXwbwN+65PLRfPX15ab+PAHgawCuwyy+uRnUOMA/tV09fXtovTXZoMw/tlyatb7Tbr9H58tZODMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMPkjGOwC/c3o7og/n2wi5QTAG+4x34v9bpa909mToFN8bUOwNsA3oJdjF8rpVuW/8jtwjAMw6BqlAmAqe6xz6ce80b5W7DZPb7t7p9shvC+Bs91wr6XfQCuB3AFgLtgsyYNBhslwzDMf3COATgCm/7qV+6xh2B/6JvtUX4aNmfoAdjUaDcAONVtBtaIjgB4EUBxEF3++NsB/BTA67CVEaamXlPvfH7f5wHc5Pb9ap3znOFeexg2726a30/d7gWwH8A7Tv9VsD3wobTLZ2HrPR6ATTV2E2yOzuz7vBHAXnf703X0MgzDMKPMMdjKB0UAx1HtTV6M5ozyI7Bmsx7AuQAuc8//FMA/uNv/Bpt/8p9Q37g8/vgJAAXgb2GN5k0A/22Q86X3vRvANwB8vM55vu5e15M5t998T3Q2bI2/ybA5ehMAfzeEdvmfsO27F7ZW4EL3/C9rvM8O2B57AuCpQdqHYRiGGSW8Uf4OgEOw5vO6u9+MUc509991x/RDutsBnO1u7wSwGNZ0/mAQXf74r6Qeu909VhjkfH7fNwH8p0HO87XsUgUAAAGgSURBVC/utatTjyWp7UwA/xm2t/q8O2a/e+6aGu2Qve+N74fu/vthe9VHYE3Yv34PqnPERwEcHEQ3wzAMM0p4owTskKDv2XwAzRmlN4SbAfx5avuoe/7/wM79/RLW3J4fRJc//muoGsjdqBplo/M1M0/4v3Hi0OtnYHuq3ii9mf4SwP8C8F13/8c1zlWvXTrc/XpGmdbaj+pnwjAMw4wxaaM8HbZMz/9A80b5Z6j2Rv8RtuTVtbBDoWcDmAPgc27bCxtZ6g2wFukhyX93uo6gOvTa6HzNBtTc5l7/Omwwz3dhy3Z5o/S91zKACQDWYuhG+WeoDr1+A8Ct7vnFdV4PsFEyDMPkirRRpmnWKAEbgPIQrJkdAPAkgC8B+IS7fcCdayPsnGMj/PG3wg577nW3s8E8tc7XrFG+F9YMn4E14/2wS0V+ADsE/V8B3A87NL0B1SjZoRglUA3mOQg7lFwrmIeNkmEYhmkKXmbBMAzDMA1go2QYhmEYDIww9dv3TuLzMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMEzz/H96UySZsJUbhQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<VegaLite 2 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alt.Chart(cars).mark_point().encode(\n",
    "    x=\"Miles_per_Gallon\",\n",
    "    y=\"Horsepower\",\n",
    "    tooltip=\"Name\"  # <-- That's all folks\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tim Broderick [asks a follow-up question](https://twitter.com/TimBroderick/status/998660297656295424). How can you add more data to the tooltip?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v2+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v2.4.3.json",
       "config": {
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "data": {
        "values": [
         {
          "Acceleration": 12,
          "Cylinders": 8,
          "Displacement": 307,
          "Horsepower": 130,
          "Miles_per_Gallon": 18,
          "Name": "chevrolet chevelle malibu",
          "Origin": "USA",
          "Weight_in_lbs": 3504,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 11.5,
          "Cylinders": 8,
          "Displacement": 350,
          "Horsepower": 165,
          "Miles_per_Gallon": 15,
          "Name": "buick skylark 320",
          "Origin": "USA",
          "Weight_in_lbs": 3693,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 11,
          "Cylinders": 8,
          "Displacement": 318,
          "Horsepower": 150,
          "Miles_per_Gallon": 18,
          "Name": "plymouth satellite",
          "Origin": "USA",
          "Weight_in_lbs": 3436,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 12,
          "Cylinders": 8,
          "Displacement": 304,
          "Horsepower": 150,
          "Miles_per_Gallon": 16,
          "Name": "amc rebel sst",
          "Origin": "USA",
          "Weight_in_lbs": 3433,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 10.5,
          "Cylinders": 8,
          "Displacement": 302,
          "Horsepower": 140,
          "Miles_per_Gallon": 17,
          "Name": "ford torino",
          "Origin": "USA",
          "Weight_in_lbs": 3449,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 10,
          "Cylinders": 8,
          "Displacement": 429,
          "Horsepower": 198,
          "Miles_per_Gallon": 15,
          "Name": "ford galaxie 500",
          "Origin": "USA",
          "Weight_in_lbs": 4341,
          "Year": "1970-01-01"
         },
         {
          "Acceleration": 9,
          "Cylinders": 8,
          "Displacement": 454,
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          "Name": "oldsmobile starfire sx",
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          "Miles_per_Gallon": 20.3,
          "Name": "audi 5000",
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          "Miles_per_Gallon": 17,
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          "Horsepower": 71,
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          "Name": "volkswagen scirocco",
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          "Weight_in_lbs": 1990,
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         },
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          "Acceleration": 16.6,
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          "Horsepower": 68,
          "Miles_per_Gallon": 29.5,
          "Name": "honda Accelerationord lx",
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         },
         {
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          "Horsepower": 115,
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          "Name": "pontiac lemans v6",
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         },
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          "Horsepower": 85,
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         },
         {
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          "Horsepower": 88,
          "Miles_per_Gallon": 22.3,
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          "Horsepower": 90,
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          "Year": "1979-01-01"
         },
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          "Acceleration": 16.6,
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          "Horsepower": 110,
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         },
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          "Name": "chevrolet caprice classic",
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         },
         {
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          "Horsepower": 129,
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          "Name": "ford ltd landau",
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          "Year": "1979-01-01"
         },
         {
          "Acceleration": 13.2,
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          "Horsepower": 138,
          "Miles_per_Gallon": 16.5,
          "Name": "mercury grand marquis",
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          "Year": "1979-01-01"
         },
         {
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          "Displacement": 318,
          "Horsepower": 135,
          "Miles_per_Gallon": 18.2,
          "Name": "dodge st. regis",
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          "Year": "1979-01-01"
         },
         {
          "Acceleration": 14.9,
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          "Horsepower": 155,
          "Miles_per_Gallon": 16.9,
          "Name": "buick estate wagon (sw)",
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          "Year": "1979-01-01"
         },
         {
          "Acceleration": 14.3,
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          "Horsepower": 142,
          "Miles_per_Gallon": 15.5,
          "Name": "ford country squire (sw)",
          "Origin": "USA",
          "Weight_in_lbs": 4054,
          "Year": "1979-01-01"
         },
         {
          "Acceleration": 15,
          "Cylinders": 8,
          "Displacement": 267,
          "Horsepower": 125,
          "Miles_per_Gallon": 19.2,
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          "Miles_per_Gallon": 23.5,
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         },
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         {
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          "Horsepower": null,
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         },
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          "Year": "1982-01-01"
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          "Year": "1982-01-01"
         },
         {
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          "Horsepower": 100,
          "Miles_per_Gallon": 32.9,
          "Name": "datsun 200sx",
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          "Year": "1982-01-01"
         },
         {
          "Acceleration": 18.3,
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          "Horsepower": 74,
          "Miles_per_Gallon": 31.6,
          "Name": "mazda 626",
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          "Weight_in_lbs": 2635,
          "Year": "1982-01-01"
         },
         {
          "Acceleration": 20.4,
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          "Horsepower": 80,
          "Miles_per_Gallon": 28.1,
          "Name": "peugeot 505s turbo diesel",
          "Origin": "Europe",
          "Weight_in_lbs": 3230,
          "Year": "1982-01-01"
         },
         {
          "Acceleration": 15.4,
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          "Horsepower": 110,
          "Miles_per_Gallon": null,
          "Name": "saab 900s",
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          "Weight_in_lbs": 2800,
          "Year": "1982-01-01"
         },
         {
          "Acceleration": 19.6,
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          "Horsepower": 76,
          "Miles_per_Gallon": 30.7,
          "Name": "volvo diesel",
          "Origin": "Europe",
          "Weight_in_lbs": 3160,
          "Year": "1982-01-01"
         },
         {
          "Acceleration": 12.6,
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          "Horsepower": 116,
          "Miles_per_Gallon": 25.4,
          "Name": "toyota cressida",
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          "Weight_in_lbs": 2900,
          "Year": "1982-01-01"
         },
         {
          "Acceleration": 13.8,
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          "Displacement": 146,
          "Horsepower": 120,
          "Miles_per_Gallon": 24.2,
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",
      "text/plain": [
       "<VegaLite 2 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alt.Chart(cars).mark_point().encode(\n",
    "    x=\"Miles_per_Gallon\",\n",
    "    y=\"Horsepower\",\n",
    "    tooltip=['Name', 'Origin', \"Horsepower\", \"Miles_per_Gallon\"]\n",
    ")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}